{ "schemaVersion": "1.0.0", "generatedAt": "2026-09-21T02:54:39.577Z", "constants": { "agentTurnTokens": 21000, "defaultCacheRate": 0.75, "agentTaskTokens": { "small": 250000, "medium": 550000, "large": 900000 } }, "summary": { "totalProviders": 34, "totalTiers": 110, "totalModelLimitEntries": 422 }, "providers": [ { "id": "aider", "name": "Aider", "category": "coding-ide", "url": "https://aider.chat", "lastVerified": "2026-09-19", "stackingPolicy": "unknown", "tiers": [ { "name": "Free / BYOK", "monthlyPrice": 0, "annualPrice": null, "limits": { "toolCost": "100% Free Open Source Software", "rateLimits": "Determined by your chosen API provider", "byok": "Bring Your Own Key" }, "defaultTokenBudget": { "estimatedMillionTokens": 20, "midpointEstimate": null, "optimisticEstimate": null, "description": "Direct BYOK API billing (0% tool markup)", "assumptions": "Depends entirely on connected API key spend ($20 buys ~10M–130M tokens)", "sourceType": "research", "confidence": "low", "sourceUrl": "https://aider.chat", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Claude Sonnet 5", "estimatedMillionTokens": 20, "midpointEstimate": 20, "optimisticEstimate": 20, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 20000000, "normalized21kTurns": 952, "agentTasks": { "small250k": 80, "medium550k": 36, "large900k": 22 } } }, { "modelKey": "GPT-6 Astra", "estimatedMillionTokens": 20, "midpointEstimate": 20, "optimisticEstimate": 20, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 20000000, "normalized21kTurns": 952, "agentTasks": { "small250k": 80, "medium550k": 36, "large900k": 22 } } }, { "modelKey": "DeepSeek V4.1 Flash", "estimatedMillionTokens": 20, "midpointEstimate": 20, "optimisticEstimate": 20, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 20000000, "normalized21kTurns": 952, "agentTasks": { "small250k": 80, "medium550k": 36, "large900k": 22 } } }, { "modelKey": "All OpenRouter models", "estimatedMillionTokens": 20, "midpointEstimate": 20, "optimisticEstimate": 20, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 20000000, "normalized21kTurns": 952, "agentTasks": { "small250k": 80, "medium550k": 36, "large900k": 22 } } } ] } ] }, { "id": "alibaba-cloud", "name": "Alibaba Cloud", "category": "api-provider", "url": "https://www.alibabacloud.com/help/en/model-studio/token-plan-overview", "lastVerified": "2026-09-19", "stackingPolicy": "prohibited", "stackingPolicyNote": "Token Plan FAQ: \"Can multiple people share one account? No... sharing the same account or API Key among multiple people is not allowed\"; Team seats are bound to one member and one API key.", "tiers": [ { "name": "Personal Lite", "monthlyPrice": 6, "annualPrice": null, "limits": { "quota": "2,500 credits per 7-day window (official; original price $8/mo)", "window": "7-day timer starts at first call; unused quota expires, service pauses when exhausted", "concurrency": "1-2 concurrent agents", "extraBundle": "$15 = 20,000 credits, requires active subscription (max 5), not subject to the 7-day window", "region": "Singapore region only" }, "defaultTokenBudget": { "estimatedMillionTokens": 45, "midpointEstimate": 90, "optimisticEstimate": 126, "description": "2,500 credits/7d; ~45M conservative (qwen3.6-plus basis, derived)", "assumptions": "Official worked example (qwen3.6-plus): 8,349 input tokens = 1.67 credits, 40,794 cached = 0.82, 573 output = 0.69 (~200 credits/M input, 20/M cached, 1,204/M output). Standard 20K-in/1K-out request at 75% cache = 2.504 credits. 2,500 credits/7d x 30/7 = 10,714 credits/mo = 89.9M tokens. Conservative = 50% of that (2x deduction for pricier models), optimistic +40%; Alibaba does not publish per-model coefficients", "sourceType": "derived", "confidence": "medium", "sourceUrl": "https://docs.modelstudio.console.alibabacloud.com/en/model-studio/token-plan-personal-overview", "sourceQuote": "Credits are deducted using tiered deduction coefficients by model; the deduction ratio is lower on a cache hit and higher on a miss", "basisModel": "qwen3.6-plus", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Qwen 3.7 Plus", "estimatedMillionTokens": 23.5, "midpointEstimate": 23.5, "optimisticEstimate": 23.5, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 23500000, "normalized21kTurns": 1119, "agentTasks": { "small250k": 94, "medium550k": 42, "large900k": 26 } } }, { "modelKey": "Qwen 3.6 Plus", "estimatedMillionTokens": 45, "midpointEstimate": 45, "optimisticEstimate": 45, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 45000000, "normalized21kTurns": 2143, "agentTasks": { "small250k": 180, "medium550k": 81, "large900k": 50 } } }, { "modelKey": "Kimi K2.5", "estimatedMillionTokens": 43.55, "midpointEstimate": 43.55, "optimisticEstimate": 43.55, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 43550000, "normalized21kTurns": 2074, "agentTasks": { "small250k": 174, "medium550k": 79, "large900k": 48 } } }, { "modelKey": "GLM-5", "estimatedMillionTokens": 27.03, "midpointEstimate": 27.03, "optimisticEstimate": 27.03, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 27030000, "normalized21kTurns": 1287, "agentTasks": { "small250k": 108, "medium550k": 49, "large900k": 30 } } }, { "modelKey": "MiniMax M2.5", "estimatedMillionTokens": 52.71, "midpointEstimate": 52.71, "optimisticEstimate": 52.71, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 52710000, "normalized21kTurns": 2510, "agentTasks": { "small250k": 210, "medium550k": 95, "large900k": 58 } } } ] }, { "name": "Essential", "monthlyPrice": 10, "annualPrice": null, "limits": { "quota": "5,625 credits per 7-day window (official; original price $16/mo)", "window": "7-day timer starts at first call; unused quota expires", "concurrency": "2-3 concurrent agents", "extraBundle": "$15 = 20,000 credits, requires active subscription (max 5)", "region": "Singapore region only" }, "defaultTokenBudget": { "estimatedMillionTokens": 101, "midpointEstimate": 202, "optimisticEstimate": 283, "description": "5,625 credits/7d; ~101M conservative (qwen3.6-plus basis, derived)", "assumptions": "Official worked example (qwen3.6-plus): ~8,387 tokens/credit on the standard 20K-in/1K-out request at 75% cache. 5,625 credits/7d x 30/7 = 24,107 credits/mo = 202.2M tokens; conservative = 50% (2x deduction for pricier models), optimistic +40%", "sourceType": "derived", "confidence": "medium", "sourceUrl": "https://docs.modelstudio.console.alibabacloud.com/en/model-studio/token-plan-overview", "sourceQuote": "Personal Edition: Essential 5,625 Credits per 7-day quota (limited-time $10/month)", "basisModel": "qwen3.6-plus", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Qwen 3.7 Plus", "estimatedMillionTokens": 52.74, "midpointEstimate": 52.74, "optimisticEstimate": 52.74, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 52740000, "normalized21kTurns": 2511, "agentTasks": { "small250k": 210, "medium550k": 95, "large900k": 58 } } }, { "modelKey": "Qwen 3.6 Plus", "estimatedMillionTokens": 101, "midpointEstimate": 101, "optimisticEstimate": 101, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 101000000, "normalized21kTurns": 4810, "agentTasks": { "small250k": 404, "medium550k": 183, "large900k": 112 } } }, { "modelKey": "Kimi K2.5", "estimatedMillionTokens": 97.75, "midpointEstimate": 97.75, "optimisticEstimate": 97.75, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 97750000, "normalized21kTurns": 4655, "agentTasks": { "small250k": 391, "medium550k": 177, "large900k": 108 } } }, { "modelKey": "GLM-5", "estimatedMillionTokens": 60.66, "midpointEstimate": 60.66, "optimisticEstimate": 60.66, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 60660000, "normalized21kTurns": 2889, "agentTasks": { "small250k": 242, "medium550k": 110, "large900k": 67 } } }, { "modelKey": "MiniMax M2.5", "estimatedMillionTokens": 118.31, "midpointEstimate": 118.31, "optimisticEstimate": 118.31, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 118310000, "normalized21kTurns": 5634, "agentTasks": { "small250k": 473, "medium550k": 215, "large900k": 131 } } } ] }, { "name": "Standard", "monthlyPrice": 18, "annualPrice": null, "limits": { "quota": "10,000 credits per 7-day window (official; original price $25/mo)", "window": "7-day timer starts at first call; unused quota expires", "concurrency": "3-4 concurrent agents", "extraBundle": "$15 = 20,000 credits, requires active subscription (max 5)", "region": "Singapore region only" }, "defaultTokenBudget": { "estimatedMillionTokens": 180, "midpointEstimate": 359, "optimisticEstimate": 503, "description": "10,000 credits/7d; ~180M conservative (qwen3.6-plus basis, derived)", "assumptions": "Official worked example (qwen3.6-plus): ~8,387 tokens/credit on the standard 20K-in/1K-out request at 75% cache. 10,000 credits/7d x 30/7 = 42,857 credits/mo = 359.4M tokens; conservative = 50% (2x deduction for pricier models), optimistic +40%", "sourceType": "derived", "confidence": "medium", "sourceUrl": "https://docs.modelstudio.console.alibabacloud.com/en/model-studio/token-plan-overview", "sourceQuote": "Personal Edition: Standard 10,000 Credits per 7-day quota (limited-time $18/month)", "basisModel": "qwen3.6-plus", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Qwen 3.7 Plus", "estimatedMillionTokens": 94, "midpointEstimate": 94, "optimisticEstimate": 94, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 94000000, "normalized21kTurns": 4476, "agentTasks": { "small250k": 376, "medium550k": 170, "large900k": 104 } } }, { "modelKey": "Qwen 3.6 Plus", "estimatedMillionTokens": 180, "midpointEstimate": 180, "optimisticEstimate": 180, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 180000000, "normalized21kTurns": 8571, "agentTasks": { "small250k": 720, "medium550k": 327, "large900k": 200 } } }, { "modelKey": "Kimi K2.5", "estimatedMillionTokens": 174.21, "midpointEstimate": 174.21, "optimisticEstimate": 174.21, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 174210000, "normalized21kTurns": 8296, "agentTasks": { "small250k": 696, "medium550k": 316, "large900k": 193 } } }, { "modelKey": "GLM-5", "estimatedMillionTokens": 108.12, "midpointEstimate": 108.12, "optimisticEstimate": 108.12, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 108120000, "normalized21kTurns": 5149, "agentTasks": { "small250k": 432, "medium550k": 196, "large900k": 120 } } }, { "modelKey": "MiniMax M2.5", "estimatedMillionTokens": 210.84, "midpointEstimate": 210.84, "optimisticEstimate": 210.84, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 210840000, "normalized21kTurns": 10040, "agentTasks": { "small250k": 843, "medium550k": 383, "large900k": 234 } } } ] }, { "name": "Pro", "monthlyPrice": 68, "annualPrice": null, "limits": { "quota": "40,000 credits per 7-day window (official; original price $80/mo)", "window": "7-day timer starts at first call; unused quota expires", "concurrency": "6-8 concurrent agents", "extraBundle": "$15 = 20,000 credits, requires active subscription (max 5)", "region": "Singapore region only" }, "defaultTokenBudget": { "estimatedMillionTokens": 719, "midpointEstimate": 1438, "optimisticEstimate": 2013, "description": "40,000 credits/7d; ~719M conservative (qwen3.6-plus basis, derived)", "assumptions": "Official worked example (qwen3.6-plus): ~8,387 tokens/credit on the standard 20K-in/1K-out request at 75% cache. 40,000 credits/7d x 30/7 = 171,429 credits/mo = 1,437.7M tokens; conservative = 50% (2x deduction for pricier models), optimistic +40%", "sourceType": "derived", "confidence": "medium", "sourceUrl": "https://docs.modelstudio.console.alibabacloud.com/en/model-studio/token-plan-overview", "sourceQuote": "Personal Edition: Pro 40,000 Credits per 7-day quota (limited-time $68/month)", "basisModel": "qwen3.6-plus", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Qwen 3.7 Plus", "estimatedMillionTokens": 375.48, "midpointEstimate": 375.48, "optimisticEstimate": 375.48, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 375480000, "normalized21kTurns": 17880, "agentTasks": { "small250k": 1501, "medium550k": 682, "large900k": 417 } } }, { "modelKey": "Qwen 3.6 Plus", "estimatedMillionTokens": 719, "midpointEstimate": 719, "optimisticEstimate": 719, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 719000000, "normalized21kTurns": 34238, "agentTasks": { "small250k": 2876, "medium550k": 1307, "large900k": 798 } } }, { "modelKey": "Kimi K2.5", "estimatedMillionTokens": 695.87, "midpointEstimate": 695.87, "optimisticEstimate": 695.87, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 695870000, "normalized21kTurns": 33137, "agentTasks": { "small250k": 2783, "medium550k": 1265, "large900k": 773 } } }, { "modelKey": "GLM-5", "estimatedMillionTokens": 431.86, "midpointEstimate": 431.86, "optimisticEstimate": 431.86, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 431860000, "normalized21kTurns": 20565, "agentTasks": { "small250k": 1727, "medium550k": 785, "large900k": 479 } } }, { "modelKey": "MiniMax M2.5", "estimatedMillionTokens": 842.19, "midpointEstimate": 842.19, "optimisticEstimate": 842.19, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 842190000, "normalized21kTurns": 40104, "agentTasks": { "small250k": 3368, "medium550k": 1531, "large900k": 935 } } } ] }, { "name": "Team Standard", "monthlyPrice": 20, "annualPrice": null, "limits": { "quota": "25,000 credits/seat/month (official; original price $30/seat)", "window": "Monthly batch granted at subscription start; no 7-day window; unused expires", "concurrency": "Shared workspace; each seat bound to one member and one API key", "extraPack": "$700 = 625,000 shared credits (soonest-expiring first)" }, "defaultTokenBudget": { "estimatedMillionTokens": 105, "midpointEstimate": 210, "optimisticEstimate": 294, "description": "25,000 credits/seat/mo; ~105M conservative/seat (derived)", "assumptions": "Official worked example (qwen3.6-plus): ~8,387 tokens/credit. 25,000 credits/seat/month = 209.7M tokens; conservative = 50% (2x deduction for pricier models), optimistic +40%. Monthly quota, no 7-day recurrence", "sourceType": "derived", "confidence": "medium", "sourceUrl": "https://docs.modelstudio.console.alibabacloud.com/en/model-studio/token-plan-overview", "sourceQuote": "Team Edition: Standard seat 25,000 Credits/seat/month", "basisModel": "qwen3.6-plus", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Qwen 3.7 Plus", "estimatedMillionTokens": 54.83, "midpointEstimate": 54.83, "optimisticEstimate": 54.83, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 54830000, "normalized21kTurns": 2611, "agentTasks": { "small250k": 219, "medium550k": 99, "large900k": 60 } } }, { "modelKey": "Qwen 3.6 Plus", "estimatedMillionTokens": 105, "midpointEstimate": 105, "optimisticEstimate": 105, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 105000000, "normalized21kTurns": 5000, "agentTasks": { "small250k": 420, "medium550k": 190, "large900k": 116 } } }, { "modelKey": "Kimi K2.5", "estimatedMillionTokens": 101.62, "midpointEstimate": 101.62, "optimisticEstimate": 101.62, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 101620000, "normalized21kTurns": 4839, "agentTasks": { "small250k": 406, "medium550k": 184, "large900k": 112 } } }, { "modelKey": "GLM-5", "estimatedMillionTokens": 63.07, "midpointEstimate": 63.07, "optimisticEstimate": 63.07, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 63070000, "normalized21kTurns": 3003, "agentTasks": { "small250k": 252, "medium550k": 114, "large900k": 70 } } } ] }, { "name": "Team Pro", "monthlyPrice": 75, "annualPrice": null, "limits": { "quota": "100,000 credits/seat/month (official; original price $100/seat)", "window": "Monthly batch; unused expires", "concurrency": "Shared workspace; one API key per seat", "extraPack": "$700 = 625,000 shared credits" }, "defaultTokenBudget": { "estimatedMillionTokens": 419, "midpointEstimate": 839, "optimisticEstimate": 1174, "description": "100,000 credits/seat/mo; ~419M conservative/seat (derived)", "assumptions": "Official worked example (qwen3.6-plus): ~8,387 tokens/credit. 100,000 credits/seat/month = 838.7M tokens; conservative = 50%, optimistic +40%", "sourceType": "derived", "confidence": "medium", "sourceUrl": "https://docs.modelstudio.console.alibabacloud.com/en/model-studio/token-plan-overview", "sourceQuote": "Team Edition: Pro seat 100,000 Credits/seat/month", "basisModel": "qwen3.6-plus", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Qwen 3.7 Plus", "estimatedMillionTokens": 218.81, "midpointEstimate": 218.81, "optimisticEstimate": 218.81, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 218810000, "normalized21kTurns": 10420, "agentTasks": { "small250k": 875, "medium550k": 397, "large900k": 243 } } }, { "modelKey": "Qwen 3.6 Plus", "estimatedMillionTokens": 419, "midpointEstimate": 419, "optimisticEstimate": 419, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 419000000, "normalized21kTurns": 19952, "agentTasks": { "small250k": 1676, "medium550k": 761, "large900k": 465 } } }, { "modelKey": "Kimi K2.5", "estimatedMillionTokens": 405.52, "midpointEstimate": 405.52, "optimisticEstimate": 405.52, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 405520000, "normalized21kTurns": 19310, "agentTasks": { "small250k": 1622, "medium550k": 737, "large900k": 450 } } }, { "modelKey": "GLM-5", "estimatedMillionTokens": 251.67, "midpointEstimate": 251.67, "optimisticEstimate": 251.67, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 251670000, "normalized21kTurns": 11984, "agentTasks": { "small250k": 1006, "medium550k": 457, "large900k": 279 } } } ] }, { "name": "Team Max", "monthlyPrice": 200, "annualPrice": null, "limits": { "quota": "250,000 credits/seat/month (official)", "window": "Monthly batch; unused expires", "concurrency": "Shared workspace; one API key per seat", "extraPack": "$700 = 625,000 shared credits" }, "defaultTokenBudget": { "estimatedMillionTokens": 1048, "midpointEstimate": 2097, "optimisticEstimate": 2935, "description": "250,000 credits/seat/mo; ~1.05B conservative/seat (derived)", "assumptions": "Official worked example (qwen3.6-plus): ~8,387 tokens/credit. 250,000 credits/seat/month = 2,096.7M tokens; conservative = 50%, optimistic +40%", "sourceType": "derived", "confidence": "medium", "sourceUrl": "https://docs.modelstudio.console.alibabacloud.com/en/model-studio/token-plan-overview", "sourceQuote": "Team Edition: Max seat 250,000 Credits/seat/month", "basisModel": "qwen3.6-plus", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Qwen 3.7 Plus", "estimatedMillionTokens": 547.29, "midpointEstimate": 547.29, "optimisticEstimate": 547.29, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 547290000, "normalized21kTurns": 26061, "agentTasks": { "small250k": 2189, "medium550k": 995, "large900k": 608 } } }, { "modelKey": "Qwen 3.6 Plus", "estimatedMillionTokens": 1048, "midpointEstimate": 1048, "optimisticEstimate": 1048, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 1048000000, "normalized21kTurns": 49905, "agentTasks": { "small250k": 4192, "medium550k": 1905, "large900k": 1164 } } }, { "modelKey": "Kimi K2.5", "estimatedMillionTokens": 1014.28, "midpointEstimate": 1014.28, "optimisticEstimate": 1014.28, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 1014280000, "normalized21kTurns": 48299, "agentTasks": { "small250k": 4057, "medium550k": 1844, "large900k": 1126 } } }, { "modelKey": "GLM-5", "estimatedMillionTokens": 629.47, "midpointEstimate": 629.47, "optimisticEstimate": 629.47, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 629470000, "normalized21kTurns": 29975, "agentTasks": { "small250k": 2517, "medium550k": 1144, "large900k": 699 } } } ] } ] }, { "id": "amazon-q", "name": "Amazon Q Developer", "category": "coding-ide", "url": "https://aws.amazon.com/q/developer/pricing/", "lastVerified": "2026-09-19", "stackingPolicy": "unknown", "tiers": [ { "name": "Free Tier", "monthlyPrice": 0, "annualPrice": null, "limits": { "agenticRequests": "50 agentic requests/mo (chat + agentic coding)", "transformation": "Java/.NET transformation 1,000 LOC/mo per user" }, "defaultTokenBudget": { "estimatedMillionTokens": 1.05, "midpointEstimate": null, "optimisticEstimate": null, "description": "50 agentic requests/mo (~1.1M tokens on the standard request basis)", "assumptions": "Official 50 agentic requests/mo x the site-standard 20K-in/1K-out request (21K) = 1.05M tokens. AWS agentic requests may carry more context, so treat this as the floor", "sourceType": "derived", "confidence": "high", "sourceUrl": "https://aws.amazon.com/q/developer/pricing/", "sourceQuote": "Free tier: 50 agentic requests per month", "basisModel": "standard 20K-in/1K-out agent request", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Latest Claude models via AWS", "estimatedMillionTokens": 1.05, "midpointEstimate": 1.05, "optimisticEstimate": 1.05, "confidence": "high", "basis": "standard 20K-in/1K-out agent request", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 1050000, "normalized21kTurns": 50, "agentTasks": { "small250k": 4, "medium550k": 1, "large900k": 1 } } } ] }, { "name": "Pro", "monthlyPrice": 19, "annualPrice": null, "limits": { "billing": "$19/user/mo, activates on first agentic usage (pro-rata)", "requests": "Higher agentic request limits (not numerically published)", "transformation": "4,000 LOC/mo pooled with $0.003/LOC overage" }, "defaultTokenBudget": { "estimatedMillionTokens": 21, "midpointEstimate": 105, "optimisticEstimate": 210, "description": "Higher request pool (~21M floor / ~105M midpoint / ~210M ceiling scenarios)", "assumptions": "AWS publishes no numeric Pro request cap (only 'higher limits'). Scenario band on the standard 21K request: 1,000 requests/mo = 21M (floor), 5,000 = 105M, 10,000 = 210M. Low confidence - use only as a planning scenario", "sourceType": "research", "confidence": "low", "sourceUrl": "https://aws.amazon.com/q/developer/pricing/", "sourceQuote": "Pro: higher agentic request limits (not numerically published)", "basisModel": "standard 20K-in/1K-out agent request", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Latest Claude models via AWS", "estimatedMillionTokens": 21, "midpointEstimate": 105, "optimisticEstimate": 210, "confidence": "low", "basis": "standard 20K-in/1K-out agent request", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 21000000, "normalized21kTurns": 1000, "agentTasks": { "small250k": 84, "medium550k": 38, "large900k": 23 } } } ] } ] }, { "id": "anthropic-api", "name": "Anthropic API", "category": "api-provider", "url": "https://console.anthropic.com", "lastVerified": "2026-09-19", "stackingPolicy": "silent", "stackingPolicyNote": "Consumer/commercial terms ban sharing account credentials and API keys but do not address one person holding multiple paid accounts.", "tiers": [ { "name": "PAYG", "monthlyPrice": null, "annualPrice": null, "limits": { "spendTiers": "Start $500/mo, Build $1,000/mo, Scale $200,000/mo (official 2026 tiers)", "cacheReadDiscount": "90% off cached input", "cacheWritePremium": "25% premium on cache writes", "batchDiscount": "50% off" }, "defaultTokenBudget": { "estimatedMillionTokens": 10, "midpointEstimate": 18, "optimisticEstimate": 25, "description": "Direct API PAYG ($20 buys ~10M conservative / ~18M cached-agent Sonnet 5 tokens)", "assumptions": "$20 at Sonnet 5 ($2/M in, $10/M out): 5M on a 3:1 input:output list blend; ~18M on the standard 20K-in/1K-out agent request with 75% cache at 90% off; the 10M floor allows mixed Opus-class use and lower cache rates", "sourceType": "derived", "confidence": "medium", "sourceUrl": "https://docs.claude.com/en/docs/about-claude/pricing", "sourceQuote": "Claude Sonnet 5 $2 / MTok input, $10 / MTok output; cache reads 0.1x input", "basisModel": "Claude Sonnet 5", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Claude Fable 5.1", "estimatedMillionTokens": 10, "midpointEstimate": 18, "optimisticEstimate": 25, "confidence": "medium", "basis": "Claude Sonnet 5", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 10000000, "normalized21kTurns": 476, "agentTasks": { "small250k": 40, "medium550k": 18, "large900k": 11 } } }, { "modelKey": "Claude Opus 5", "estimatedMillionTokens": 10, "midpointEstimate": 18, "optimisticEstimate": 25, "confidence": "medium", "basis": "Claude Sonnet 5", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 10000000, "normalized21kTurns": 476, "agentTasks": { "small250k": 40, "medium550k": 18, "large900k": 11 } } }, { "modelKey": "Claude Sonnet 5", "estimatedMillionTokens": 10, "midpointEstimate": 18, "optimisticEstimate": 25, "confidence": "medium", "basis": "Claude Sonnet 5", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 10000000, "normalized21kTurns": 476, "agentTasks": { "small250k": 40, "medium550k": 18, "large900k": 11 } } }, { "modelKey": "Claude Haiku 4.5", "estimatedMillionTokens": 10, "midpointEstimate": 18, "optimisticEstimate": 25, "confidence": "medium", "basis": "Claude Sonnet 5", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 10000000, "normalized21kTurns": 476, "agentTasks": { "small250k": 40, "medium550k": 18, "large900k": 11 } } } ] } ] }, { "id": "augment-code", "name": "Augment Code", "category": "coding-ide", "url": "https://www.augmentcode.com/pricing", "lastVerified": "2026-09-19", "stackingPolicy": "silent", "stackingPolicyNote": "Terms ban sharing credentials across users (\"unique usernames and passwords cannot be shared or used by more than one individual Authorized User\") but do not address multiple paid accounts.", "tiers": [ { "name": "Standard", "monthlyPrice": 20, "annualPrice": null, "limits": { "billing": "$20/mo flat per team (no per-seat charge), up to 50 seats", "usage": "$20 of usage included/mo (LLM + Context Engine + compute)", "llmFee": "Provider list price + flat 40% service fee on LLM usage", "topUps": "PAYG top-ups valid 12 months" }, "defaultTokenBudget": { "estimatedMillionTokens": 7.1, "midpointEstimate": null, "optimisticEstimate": null, "description": "$20 usage pool with 40% LLM fee (~7.1M tokens)", "assumptions": "$20.00 / (blended $2/M provider rate * 1.4) ~= 7.1M tokens on frontier models", "sourceType": "derived", "confidence": "medium", "sourceUrl": "https://www.augmentcode.com/pricing", "sourceQuote": "flat 40% fee on LLM usage; $20 of usage included per month", "basisModel": "frontier API models at ~$2/M blended", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Claude Opus 5", "estimatedMillionTokens": 1.49, "midpointEstimate": 1.49, "optimisticEstimate": 1.49, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 1490000, "normalized21kTurns": 71, "agentTasks": { "small250k": 5, "medium550k": 2, "large900k": 1 } } }, { "modelKey": "GPT-5.6 Sol", "estimatedMillionTokens": 5.61, "midpointEstimate": 5.61, "optimisticEstimate": 5.61, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 5610000, "normalized21kTurns": 267, "agentTasks": { "small250k": 22, "medium550k": 10, "large900k": 6 } } }, { "modelKey": "DeepSeek V4-Pro", "estimatedMillionTokens": 43.23, "midpointEstimate": 43.23, "optimisticEstimate": 43.23, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 43230000, "normalized21kTurns": 2059, "agentTasks": { "small250k": 172, "medium550k": 78, "large900k": 48 } } }, { "modelKey": "Gemini 3.8 Flash", "estimatedMillionTokens": 205.05, "midpointEstimate": 205.05, "optimisticEstimate": 205.05, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 205050000, "normalized21kTurns": 9764, "agentTasks": { "small250k": 820, "medium550k": 372, "large900k": 227 } } }, { "modelKey": "Cosmos", "estimatedMillionTokens": 7.1, "midpointEstimate": 7.1, "optimisticEstimate": 7.1, "confidence": "medium", "basis": "frontier API models at ~$2/M blended", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 7100000, "normalized21kTurns": 338, "agentTasks": { "small250k": 28, "medium550k": 12, "large900k": 7 } } } ] }, { "name": "Business", "monthlyPrice": 100, "annualPrice": null, "limits": { "billing": "$100/mo flat per team, up to 50 seats", "usage": "$100 of usage included/mo" }, "defaultTokenBudget": { "estimatedMillionTokens": 35.7, "midpointEstimate": null, "optimisticEstimate": null, "description": "$100 usage pool (~35.7M tokens)", "assumptions": "$100.00 / (blended $2/M * 1.4) ~= 35.7M tokens", "sourceType": "derived", "confidence": "medium", "sourceUrl": "https://www.augmentcode.com/pricing", "sourceQuote": "$100 of usage included per month with the flat 40% LLM fee", "basisModel": "frontier API models at ~$2/M blended", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Claude Opus 5", "estimatedMillionTokens": 7.48, "midpointEstimate": 7.48, "optimisticEstimate": 7.48, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 7480000, "normalized21kTurns": 356, "agentTasks": { "small250k": 29, "medium550k": 13, "large900k": 8 } } }, { "modelKey": "GPT-5.6 Sol", "estimatedMillionTokens": 28.04, "midpointEstimate": 28.04, "optimisticEstimate": 28.04, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 28040000, "normalized21kTurns": 1335, "agentTasks": { "small250k": 112, "medium550k": 50, "large900k": 31 } } }, { "modelKey": "DeepSeek V4-Pro", "estimatedMillionTokens": 216.22, "midpointEstimate": 216.22, "optimisticEstimate": 216.22, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 216220000, "normalized21kTurns": 10296, "agentTasks": { "small250k": 864, "medium550k": 393, "large900k": 240 } } }, { "modelKey": "Gemini 3.8 Flash", "estimatedMillionTokens": 1025.66, "midpointEstimate": 1025.66, "optimisticEstimate": 1025.66, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 1025660000, "normalized21kTurns": 48841, "agentTasks": { "small250k": 4102, "medium550k": 1864, "large900k": 1139 } } }, { "modelKey": "Cosmos", "estimatedMillionTokens": 35.7, "midpointEstimate": 35.7, "optimisticEstimate": 35.7, "confidence": "medium", "basis": "frontier API models at ~$2/M blended", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 35700000, "normalized21kTurns": 1700, "agentTasks": { "small250k": 142, "medium550k": 64, "large900k": 39 } } } ] }, { "name": "Enterprise", "monthlyPrice": null, "annualPrice": null, "limits": { "billing": "Custom usage + top-ups; unlimited seats", "security": "SSO/OIDC/SCIM" }, "defaultTokenBudget": { "estimatedMillionTokens": 0, "midpointEstimate": null, "optimisticEstimate": null, "description": "Custom usage contract", "assumptions": "No fixed bundle; negotiated enterprise agreement covers negotiated volume", "sourceType": "research", "confidence": "low", "sourceUrl": "https://www.augmentcode.com/pricing", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Cosmos", "estimatedMillionTokens": 0, "midpointEstimate": 0, "optimisticEstimate": 0, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 0, "normalized21kTurns": 0, "agentTasks": { "small250k": 0, "medium550k": 0, "large900k": 0 } } }, { "modelKey": "API models", "estimatedMillionTokens": 0, "midpointEstimate": 0, "optimisticEstimate": 0, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 0, "normalized21kTurns": 0, "agentTasks": { "small250k": 0, "medium550k": 0, "large900k": 0 } } } ] } ] }, { "id": "byteplus", "name": "BytePlus ModelArk Coding Plan", "category": "api-provider", "url": "https://www.byteplus.com/en/activity/arkcodingplan", "lastVerified": "2026-09-19", "stackingPolicy": "silent", "stackingPolicyNote": "BytePlus AI terms cover data training but contain no multi-account clause; plans are \"primarily intended for individual developers\" and non-coding use may be treated as abuse.", "tiers": [ { "name": "Lite", "monthlyPrice": 10, "annualPrice": null, "limits": { "usage": "3x the usage of the Claude Pro plan", "requests": "≈1,900 requests/5h, 12,000/week, 24,000/month (official docs; older FAQ quoted 1,200/9,000/18,000)", "tools": "Claude Code, Cursor, Cline, Kilo Code, Roo Code, OpenCode" }, "defaultTokenBudget": { "estimatedMillionTokens": 36, "midpointEstimate": null, "optimisticEstimate": null, "description": "3x Claude Pro usage (~36M tokens/mo, anchored to our Claude Pro estimate)", "assumptions": "BytePlus markets Lite as 3x the Claude Pro quota; anchored to our own Claude Code Pro conservative estimate (12M) = 36M tokens. 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40 } } }, { "modelKey": "Dola-Seed-2.0-Lite", "estimatedMillionTokens": 123.03, "midpointEstimate": 123.03, "optimisticEstimate": 123.03, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 123030000, "normalized21kTurns": 5859, "agentTasks": { "small250k": 492, "medium550k": 223, "large900k": 136 } } }, { "modelKey": "GLM-5.3-Flash", "estimatedMillionTokens": 193.98, "midpointEstimate": 193.98, "optimisticEstimate": 193.98, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 193980000, "normalized21kTurns": 9237, "agentTasks": { "small250k": 775, "medium550k": 352, "large900k": 215 } } }, { "modelKey": "Dola-Seed-2.0-Code", "estimatedMillionTokens": 45, "midpointEstimate": 45, "optimisticEstimate": 45, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 45000000, "normalized21kTurns": 2143, "agentTasks": { "small250k": 180, "medium550k": 81, "large900k": 50 } } }, { "modelKey": "DeepSeek-V4-Flash", "estimatedMillionTokens": 121.83, "midpointEstimate": 121.83, "optimisticEstimate": 121.83, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 121830000, "normalized21kTurns": 5801, "agentTasks": { "small250k": 487, "medium550k": 221, "large900k": 135 } } }, { "modelKey": "Kimi K2.5", "estimatedMillionTokens": 25.71, "midpointEstimate": 25.71, "optimisticEstimate": 25.71, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 25710000, "normalized21kTurns": 1224, "agentTasks": { "small250k": 102, "medium550k": 46, "large900k": 28 } } }, { "modelKey": "GPT-OSS-120b", "estimatedMillionTokens": 50.45, "midpointEstimate": 50.45, "optimisticEstimate": 50.45, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 50450000, "normalized21kTurns": 2402, "agentTasks": { "small250k": 201, "medium550k": 91, "large900k": 56 } } } ] }, { "name": "Pro", "monthlyPrice": 50, "annualPrice": null, "limits": { "usage": "5x Lite usage (also marketed as 3x Claude Max usage)", "requests": "5x Lite quotas (≈9,500/5h, 60,000/week, 120,000/month)", "bonus": "ArkClaw included during subscription" }, "defaultTokenBudget": { "estimatedMillionTokens": 180, "midpointEstimate": null, "optimisticEstimate": null, "description": "5x Lite (~180M tokens/mo)", "assumptions": "5x the Lite estimate (36M), consistent with the marketed 5x tier multiplier; exact credits unpublished", "sourceType": "research", "confidence": "low", "sourceUrl": "https://www.byteplus.com/en/activity/arkcodingplan", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Dola-Seed-2.0-Pro", "estimatedMillionTokens": 180, "midpointEstimate": 180, "optimisticEstimate": 180, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 180000000, "normalized21kTurns": 8571, "agentTasks": { "small250k": 720, "medium550k": 327, "large900k": 200 } } }, { "modelKey": "Dola-Seed-2.0-Lite", "estimatedMillionTokens": 615.15, "midpointEstimate": 615.15, "optimisticEstimate": 615.15, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 615150000, "normalized21kTurns": 29293, "agentTasks": { "small250k": 2460, "medium550k": 1118, "large900k": 683 } } }, { "modelKey": "GLM-5.3-Flash", "estimatedMillionTokens": 969.9, "midpointEstimate": 969.9, "optimisticEstimate": 969.9, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 969900000, "normalized21kTurns": 46186, "agentTasks": { "small250k": 3879, "medium550k": 1763, "large900k": 1077 } } }, { "modelKey": "DeepSeek-V4-Pro", "estimatedMillionTokens": 90, "midpointEstimate": 90, "optimisticEstimate": 90, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 90000000, "normalized21kTurns": 4286, "agentTasks": { "small250k": 360, "medium550k": 163, "large900k": 100 } } }, { "modelKey": "Kimi K2.5", "estimatedMillionTokens": 128.57, "midpointEstimate": 128.57, "optimisticEstimate": 128.57, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 128570000, "normalized21kTurns": 6122, "agentTasks": { "small250k": 514, "medium550k": 233, "large900k": 142 } } }, { "modelKey": "GPT-OSS-120b", "estimatedMillionTokens": 252.27, "midpointEstimate": 252.27, "optimisticEstimate": 252.27, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 252270000, "normalized21kTurns": 12013, "agentTasks": { "small250k": 1009, "medium550k": 458, "large900k": 280 } } } ] } ] }, { "id": "claude-code", "name": "Claude Code", "category": "coding-ide", "url": "https://claude.com/pricing", "lastVerified": "2026-09-19", "stackingPolicy": "silent", "stackingPolicyNote": "Consumer terms: \"You may not share your Account login information... or make your Account available to anyone else\"; multiple paid accounts are not addressed.", "tiers": [ { "name": "Pro", "monthlyPrice": 20, "annualPrice": 200, "limits": { "rollingCap": "Shared 5-hour rolling session limit (>=5x Free tier)", "weeklyAllocation": "Weekly caps on top of the 5-hour window", "overage": "Opt-in usage credits billed at standard API rates, with optional monthly spend cap" }, "defaultTokenBudget": { "estimatedMillionTokens": 12, "midpointEstimate": null, "optimisticEstimate": null, "description": "Shared 5h rolling cap (~12M agentic tokens/mo)", "assumptions": "Anthropic publishes no numeric quota; research estimate ~= 12M mid-complexity agent tokens/mo within the Pro 5h+weekly window; exact size intentionally unpublished and varies by task complexity", "sourceType": "research", "confidence": "low", "sourceUrl": "https://claude.com/pricing", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Claude Opus 5", "estimatedMillionTokens": 4.8, "midpointEstimate": 4.8, "optimisticEstimate": 4.8, "confidence": "low", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 4800000, "normalized21kTurns": 229, "agentTasks": { "small250k": 19, "medium550k": 8, "large900k": 5 } } }, { "modelKey": "Claude Sonnet 5", "estimatedMillionTokens": 12, "midpointEstimate": 12, "optimisticEstimate": 12, "confidence": "low", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 12000000, "normalized21kTurns": 571, "agentTasks": { "small250k": 48, "medium550k": 21, "large900k": 13 } } }, { "modelKey": "Claude Haiku 4.5", "estimatedMillionTokens": 24, "midpointEstimate": 24, "optimisticEstimate": 24, "confidence": "low", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 24000000, "normalized21kTurns": 1143, "agentTasks": { "small250k": 96, "medium550k": 43, "large900k": 26 } } } ] }, { "name": "Max5x", "monthlyPrice": 100, "annualPrice": null, "limits": { "rollingCap": "5x Pro usage per 5-hour session", "weeklyAllocation": "Weekly sliding window scales with 5x multiplier", "overage": "Usage credits at API rates (Fable draws weekly limits at 50%)" }, "defaultTokenBudget": { "estimatedMillionTokens": 60, "midpointEstimate": null, "optimisticEstimate": null, "description": "5x Pro rolling limit (~60M agentic tokens/mo)", "assumptions": "5x the Pro research estimate; no official token figures published, low confidence", "sourceType": "research", "confidence": "low", "sourceUrl": "https://claude.com/pricing", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Claude Opus 5", "estimatedMillionTokens": 24, "midpointEstimate": 24, "optimisticEstimate": 24, "confidence": "low", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 24000000, "normalized21kTurns": 1143, "agentTasks": { "small250k": 96, "medium550k": 43, "large900k": 26 } } }, { "modelKey": "Claude Fable 5.1", "estimatedMillionTokens": 6.55, "midpointEstimate": 6.55, "optimisticEstimate": 6.55, "confidence": "low", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 6550000, "normalized21kTurns": 312, "agentTasks": { "small250k": 26, "medium550k": 11, "large900k": 7 } } }, { "modelKey": "Claude Sonnet 5", "estimatedMillionTokens": 60, "midpointEstimate": 60, "optimisticEstimate": 60, "confidence": "low", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 60000000, "normalized21kTurns": 2857, "agentTasks": { "small250k": 240, "medium550k": 109, "large900k": 66 } } }, { "modelKey": "Claude Haiku 4.5", "estimatedMillionTokens": 120, "midpointEstimate": 120, "optimisticEstimate": 120, "confidence": "low", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 120000000, "normalized21kTurns": 5714, "agentTasks": { "small250k": 480, "medium550k": 218, "large900k": 133 } } } ] }, { "name": "Max20x", "monthlyPrice": 200, "annualPrice": null, "limits": { "rollingCap": "20x Pro usage per 5-hour session", "weeklyAllocation": "Weekly sliding window (~6x Pro empirical ceiling, not 20x)", "overage": "Usage credits at API rates" }, "defaultTokenBudget": { "estimatedMillionTokens": 72, "midpointEstimate": 144, "optimisticEstimate": 240, "description": "Weekly-capped steady state (~72M agentic tokens/mo, 20x burst)", "assumptions": "While Max 20x provides 20x headroom in rolling 5h sessions (up to 240M peak), empirical telemetry confirms the weekly sliding window caps sustained monthly throughput to ~6x Pro (~72M tokens/mo conservative, 144M midpoint, 240M theoretical unconstrained burst ceiling)", "sourceType": "research", "confidence": "low", "sourceUrl": "https://claude.com/pricing", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Claude Opus 5", "estimatedMillionTokens": 28.8, "midpointEstimate": 28.8, "optimisticEstimate": 28.8, "confidence": "low", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 28800000, "normalized21kTurns": 1371, "agentTasks": { "small250k": 115, "medium550k": 52, "large900k": 32 } } }, { "modelKey": "Claude Fable 5.1", "estimatedMillionTokens": 7.86, "midpointEstimate": 7.86, "optimisticEstimate": 7.86, "confidence": "low", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 7860000, "normalized21kTurns": 374, "agentTasks": { "small250k": 31, "medium550k": 14, "large900k": 8 } } }, { "modelKey": "Claude Sonnet 5", "estimatedMillionTokens": 72, "midpointEstimate": 72, "optimisticEstimate": 72, "confidence": "low", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 72000000, "normalized21kTurns": 3429, "agentTasks": { "small250k": 288, "medium550k": 130, "large900k": 80 } } }, { "modelKey": "Claude Haiku 4.5", "estimatedMillionTokens": 144, "midpointEstimate": 144, "optimisticEstimate": 144, "confidence": "low", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 144000000, "normalized21kTurns": 6857, "agentTasks": { "small250k": 576, "medium550k": 261, "large900k": 160 } } } ] } ] }, { "id": "commandcode", "name": "CommandCode", "category": "coding-router", "url": "https://commandcode.ai/pricing", "lastVerified": "2026-09-19", "stackingPolicy": "prohibited", "stackingPolicyNote": "Terms: \"One account per person. You may not register, operate, or control more than one account... Creating, operating, or controlling multiple accounts is a material breach.\"", "tiers": [ { "name": "Go", "monthlyPrice": 1, "annualPrice": null, "limits": { "monthlyCredits": "$10/mo compute credits ($1/mo plan fee)", "fiveHourCap": "$3 rolling limit (resets 5h from first use)", "weeklyCap": "$6 rolling limit (resets 7d from first use)", "requests": "~15K mix estimate (~26K with DeepSeek V4 Flash at typical cache)", "topUp": "Extra pay-as-you-go credits are never limited and never expire" }, "defaultTokenBudget": { "estimatedMillionTokens": 15, "midpointEstimate": 26, "optimisticEstimate": 84, "description": "$10 compute credits (~15M tokens on open models)", "assumptions": "$10.00 / ~$0.65/M blended open-model rate ~= 15M tokens; vendor benchmarks ~26K requests on DeepSeek V4 Flash (~26M tokens) and up to 84M on GPT-5.6 Luna", "sourceType": "official", "confidence": "high", "sourceUrl": "https://commandcode.ai/docs/resources/pricing-limits#usage-estimates", "sourceQuote": "On Go, DeepSeek V4 Flash runs ~ 42K requests with no cache - ~ 26K once the typical 50K cache reads are included. Our plan estimate is the mix average across the plan's typical models.", "basisModel": "open-model-mix", "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null }, "models": [ { "modelKey": "DeepSeek V4 Flash", "estimatedMillionTokens": 125.28, "midpointEstimate": 125.28, "optimisticEstimate": 125.28, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 125280000, "normalized21kTurns": 5966, "agentTasks": { "small250k": 501, "medium550k": 227, "large900k": 139 } } }, { "modelKey": "GPT-5.6 Luna", "estimatedMillionTokens": 73.04, "midpointEstimate": 73.04, "optimisticEstimate": 73.04, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 73040000, "normalized21kTurns": 3478, "agentTasks": { "small250k": 292, "medium550k": 132, "large900k": 81 } } }, { "modelKey": "GLM-5.3 Flash", "estimatedMillionTokens": 105.99, "midpointEstimate": 105.99, "optimisticEstimate": 105.99, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 105990000, "normalized21kTurns": 5047, "agentTasks": { "small250k": 423, "medium550k": 192, "large900k": 117 } } }, { "modelKey": "MiniMax M3", "estimatedMillionTokens": 50.45, "midpointEstimate": 50.45, "optimisticEstimate": 50.45, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 50450000, "normalized21kTurns": 2402, "agentTasks": { "small250k": 201, "medium550k": 91, "large900k": 56 } } }, { "modelKey": "Qwen 3.8 Max", "estimatedMillionTokens": 8.94, "midpointEstimate": 8.94, "optimisticEstimate": 8.94, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 8940000, "normalized21kTurns": 426, "agentTasks": { "small250k": 35, "medium550k": 16, "large900k": 9 } } }, { "modelKey": "Grok 4.5", "estimatedMillionTokens": 7.71, "midpointEstimate": 7.71, "optimisticEstimate": 7.71, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 7710000, "normalized21kTurns": 367, "agentTasks": { "small250k": 30, "medium550k": 14, "large900k": 8 } } } ] }, { "name": "GOAT", "monthlyPrice": 10, "annualPrice": null, "limits": { "monthlyCredits": "$70/mo usage value credits ($10/mo plan fee)", "fiveHourCap": "$14 rolling limit (resets 5h from first use)", "weeklyCap": "$35 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At ~$0.26/M blended off-peak, $20 yields ~75M tokens", "sourceType": "research", "confidence": "low", "sourceUrl": "https://api-docs.deepseek.com/quick_start/pricing", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "DeepSeek V4.1 Flash", "estimatedMillionTokens": 75, "midpointEstimate": 75, "optimisticEstimate": 75, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 75000000, "normalized21kTurns": 3571, "agentTasks": { "small250k": 300, "medium550k": 136, "large900k": 83 } } } ] }, { "name": "PAYG (V4-Pro)", "monthlyPrice": null, "annualPrice": null, "limits": { "concurrency": "500 connections (official limit)", "contextWindow": "1M tokens context window, 384K maximum output", "offPeakDiscount": "50% off off-peak vs peak" }, "defaultTokenBudget": { "estimatedMillionTokens": 8, "midpointEstimate": 20, "optimisticEstimate": 40, "description": "PAYG ($20 buys ~8M Pro tokens off-peak)", "assumptions": "Official V4-Pro CNY rates: ¥9/M cache-miss input, ¥27/M output, cache-hit ¥0.15-0.30/M, off-peak half (≈$1.27/$3.80 peak at ¥7.1/$). $20 / ~$2.44 list blend ≈ 8M tokens; the 75%-cached agent workload costs ~$0.51/M off-peak ≈ 40M tokens", "sourceType": "derived", "confidence": "medium", "sourceUrl": "https://api-docs.deepseek.com/quick_start/pricing", "sourceQuote": "V4-Pro peak: ¥9/M cache-miss input, ¥27/M output; off-peak prices are half the peak price", "basisModel": "DeepSeek V4-Pro", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "DeepSeek V4-Pro", "estimatedMillionTokens": 8, "midpointEstimate": 20, "optimisticEstimate": 40, "confidence": "medium", "basis": "DeepSeek V4-Pro", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 8000000, "normalized21kTurns": 381, "agentTasks": { "small250k": 32, "medium550k": 14, "large900k": 8 } } } ] } ] }, { "id": "fireworks-ai", "name": "Fireworks.ai", "category": "api-provider", "url": "https://fireworks.ai/pricing", "lastVerified": "2026-09-19", "stackingPolicy": "unknown", "tiers": [ { "name": "Free", "monthlyPrice": 0, "annualPrice": null, "limits": { "trial": "$1 free credits (official)", "freeRpm": "Exact free-tier RPM unpublished; account-wide 6,000 RPM ceiling applies once a card is on file" }, "defaultTokenBudget": { "estimatedMillionTokens": 2, "midpointEstimate": null, "optimisticEstimate": null, "description": "$1 free trial (~2M tokens)", "assumptions": "$1.00 / ~$0.50/M blended open-weight rate ~= 2M tokens of trial compute", "sourceType": "research", "confidence": "low", "sourceUrl": "https://fireworks.ai/pricing", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Llama 3.3 70B", "estimatedMillionTokens": 2, "midpointEstimate": 2, "optimisticEstimate": 2, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 2000000, "normalized21kTurns": 95, "agentTasks": { "small250k": 8, "medium550k": 3, "large900k": 2 } } }, { "modelKey": "DeepSeek V3", "estimatedMillionTokens": 2, "midpointEstimate": 2, "optimisticEstimate": 2, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 2000000, "normalized21kTurns": 95, "agentTasks": { "small250k": 8, "medium550k": 3, "large900k": 2 } } } ] }, { "name": "PAYG", "monthlyPrice": null, "annualPrice": null, "limits": { "RPM": "6,000 requests/min with valid card", "batchDiscount": "50% off Batch API", "latency": "Sub-100ms TTFT" }, "defaultTokenBudget": { "estimatedMillionTokens": 35, "midpointEstimate": null, "optimisticEstimate": null, "description": "Serverless PAYG ($20 buys ~35M tokens)", "assumptions": "$20 spent @ $0.55/M blended on Llama 70B", "sourceType": "research", "confidence": "low", "sourceUrl": "https://fireworks.ai/pricing", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Llama 4 Maverick", "estimatedMillionTokens": 35, "midpointEstimate": 35, "optimisticEstimate": 35, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 35000000, "normalized21kTurns": 1667, "agentTasks": { "small250k": 140, "medium550k": 63, "large900k": 38 } } }, { "modelKey": "DeepSeek V4", "estimatedMillionTokens": 35, "midpointEstimate": 35, "optimisticEstimate": 35, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 35000000, "normalized21kTurns": 1667, "agentTasks": { "small250k": 140, "medium550k": 63, "large900k": 38 } } }, { "modelKey": "Kimi K3", "estimatedMillionTokens": 35, "midpointEstimate": 35, "optimisticEstimate": 35, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 35000000, "normalized21kTurns": 1667, "agentTasks": { "small250k": 140, "medium550k": 63, "large900k": 38 } } } ] } ] }, { "id": "github-copilot", "name": "GitHub Copilot", "category": "coding-ide", "url": "https://github.com/features/copilot/plans", "lastVerified": "2026-09-19", "stackingPolicy": "silent", "stackingPolicyNote": "GitHub ToS: \"Your login may only be used by one person - i.e., a single login may not be shared by multiple people\"; multiple paid accounts are not addressed (one free account per person).", "tiers": [ { "name": "Free", "monthlyPrice": 0, "annualPrice": null, "limits": { "completions": "2,000 completions/mo", "aiCredits": "Limited allowance (auto model selection only)", "agents": "Limited" }, "defaultTokenBudget": { "estimatedMillionTokens": 0.4, "midpointEstimate": null, "optimisticEstimate": null, "description": "Limited free allowance (~0.4M tokens/mo)", "assumptions": "2,000 completions * ~20 tokens + limited agent credits * $0.01/credit at ~$2/M blended = ~0.4M tokens; low confidence (allowance size not published)", "sourceType": "research", "confidence": "low", "sourceUrl": "https://github.com/features/copilot/plans", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Auto model selection only", "estimatedMillionTokens": 0.4, "midpointEstimate": 0.4, "optimisticEstimate": 0.4, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 400000, "normalized21kTurns": 19, "agentTasks": { "small250k": 1, "medium550k": 0, "large900k": 0 } } } ] }, { "name": "Pro", "monthlyPrice": 10, "annualPrice": null, "limits": { "completions": "Unlimited completions on paid tiers", "aiCredits": "1,000 base + 500 flex = 1,500 GitHub AI credits/mo" }, "defaultTokenBudget": { "estimatedMillionTokens": 4.8, "midpointEstimate": 7.1, "optimisticEstimate": null, "description": "1,000 base AI credits/mo (~4.8M tokens; up to 1,500 with Flex)", "assumptions": "1 credit = $0.01; conservative counts only the $10 base credits (~4.8M at ~$2.10/M blended); midpoint includes the full $5 variable Flex allotment (~7.1M from $15). Copilot may reduce Flex, so base-only is the floor", "sourceType": "research", "confidence": "low", "sourceUrl": "https://github.com/features/copilot/plans", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Claude Sonnet 5", "estimatedMillionTokens": 2.36, "midpointEstimate": 2.36, "optimisticEstimate": 2.36, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 2360000, "normalized21kTurns": 112, "agentTasks": { "small250k": 9, "medium550k": 4, "large900k": 2 } } }, { "modelKey": "Claude Haiku 4.5", "estimatedMillionTokens": 4.71, "midpointEstimate": 4.71, "optimisticEstimate": 4.71, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 4710000, "normalized21kTurns": 224, "agentTasks": { "small250k": 18, "medium550k": 8, "large900k": 5 } } }, { "modelKey": "GPT-5.4", "estimatedMillionTokens": 1.75, "midpointEstimate": 1.75, "optimisticEstimate": 1.75, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 1750000, "normalized21kTurns": 83, "agentTasks": { "small250k": 7, "medium550k": 3, "large900k": 1 } } }, { "modelKey": "GPT-5.3-Codex", "estimatedMillionTokens": 2.2, "midpointEstimate": 2.2, "optimisticEstimate": 2.2, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 2200000, "normalized21kTurns": 105, "agentTasks": { "small250k": 8, "medium550k": 4, "large900k": 2 } } }, { "modelKey": "Gemini 3.5 Flash", "estimatedMillionTokens": 2.92, "midpointEstimate": 2.92, "optimisticEstimate": 2.92, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 2920000, "normalized21kTurns": 139, "agentTasks": { "small250k": 11, "medium550k": 5, "large900k": 3 } } }, { "modelKey": "Gemini 3.6 Flash", "estimatedMillionTokens": 6.28, "midpointEstimate": 6.28, "optimisticEstimate": 6.28, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 6280000, "normalized21kTurns": 299, "agentTasks": { "small250k": 25, "medium550k": 11, "large900k": 6 } } }, { "modelKey": "Gemini 3.7 Flash", "estimatedMillionTokens": 6.28, "midpointEstimate": 6.28, "optimisticEstimate": 6.28, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 6280000, "normalized21kTurns": 299, "agentTasks": { "small250k": 25, "medium550k": 11, "large900k": 6 } } }, { "modelKey": "Gemini 3.8 Flash", "estimatedMillionTokens": 6.28, "midpointEstimate": 6.28, "optimisticEstimate": 6.28, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 6280000, "normalized21kTurns": 299, "agentTasks": { "small250k": 25, "medium550k": 11, "large900k": 6 } } } ] }, { "name": "Pro+", "monthlyPrice": 39, "annualPrice": null, "limits": { "completions": "Unlimited completions", "aiCredits": "3,900 base + 3,100 flex = 7,000 GitHub AI credits/mo", "agents": "Delegate to Claude/Codex agents" }, "defaultTokenBudget": { "estimatedMillionTokens": 18.6, "midpointEstimate": 33, "optimisticEstimate": null, "description": "3,900 base AI credits/mo (~18.6M tokens; up to 7,000 with Flex)", "assumptions": "1 credit = $0.01; conservative counts only the $39 base credits (~18.6M at ~$2.10/M); midpoint adds the $31 variable Flex allotment (~33M from $70); premium models (Opus/Fable) burn credits faster", "sourceType": "research", "confidence": "low", "sourceUrl": "https://github.com/features/copilot/plans", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Claude Opus 5", "estimatedMillionTokens": 2.83, "midpointEstimate": 2.83, "optimisticEstimate": 2.83, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 2830000, "normalized21kTurns": 135, "agentTasks": { "small250k": 11, "medium550k": 5, "large900k": 3 } } }, { "modelKey": "Claude Fable 5.1", "estimatedMillionTokens": 1.54, "midpointEstimate": 1.54, "optimisticEstimate": 1.54, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 1540000, "normalized21kTurns": 73, "agentTasks": { "small250k": 6, "medium550k": 2, "large900k": 1 } } }, { "modelKey": "Claude Sonnet 5", "estimatedMillionTokens": 7.07, "midpointEstimate": 7.07, "optimisticEstimate": 7.07, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 7070000, "normalized21kTurns": 337, "agentTasks": { "small250k": 28, "medium550k": 12, "large900k": 7 } } }, { "modelKey": "GPT-5.3-Codex", "estimatedMillionTokens": 6.6, "midpointEstimate": 6.6, "optimisticEstimate": 6.6, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 6600000, "normalized21kTurns": 314, "agentTasks": { "small250k": 26, "medium550k": 12, "large900k": 7 } } }, { "modelKey": "GPT-5.4 nano", "estimatedMillionTokens": 64.62, "midpointEstimate": 64.62, "optimisticEstimate": 64.62, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 64620000, "normalized21kTurns": 3077, "agentTasks": { "small250k": 258, "medium550k": 117, "large900k": 71 } } }, { "modelKey": "GPT-6 Astra", "estimatedMillionTokens": 1.41, "midpointEstimate": 1.41, "optimisticEstimate": 1.41, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 1410000, "normalized21kTurns": 67, "agentTasks": { "small250k": 5, "medium550k": 2, "large900k": 1 } } }, { "modelKey": "Gemini 3.8 Flash", "estimatedMillionTokens": 18.84, "midpointEstimate": 18.84, "optimisticEstimate": 18.84, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 18840000, "normalized21kTurns": 897, "agentTasks": { "small250k": 75, "medium550k": 34, "large900k": 20 } } } ] }, { "name": "Max", "monthlyPrice": 100, "annualPrice": null, "limits": { "completions": "Unlimited completions", "aiCredits": "10,000 base + 10,000 flex = 20,000 GitHub AI credits/mo" }, "defaultTokenBudget": { "estimatedMillionTokens": 47.6, "midpointEstimate": 95, "optimisticEstimate": null, "description": "10,000 base AI credits/mo (~47.6M tokens; up to 20,000 with Flex)", "assumptions": "1 credit = $0.01; conservative counts only the $100 base credits (~47.6M at ~$2.10/M); midpoint adds the $100 variable Flex allotment (~95M from $200)", "sourceType": "research", "confidence": "low", "sourceUrl": "https://github.com/features/copilot/plans", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Claude Opus 5", "estimatedMillionTokens": 9.42, "midpointEstimate": 9.42, "optimisticEstimate": 9.42, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 9420000, "normalized21kTurns": 449, "agentTasks": { "small250k": 37, "medium550k": 17, "large900k": 10 } } }, { "modelKey": "Claude Fable 5.1", "estimatedMillionTokens": 5.14, "midpointEstimate": 5.14, "optimisticEstimate": 5.14, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 5140000, "normalized21kTurns": 245, "agentTasks": { "small250k": 20, "medium550k": 9, "large900k": 5 } } }, { "modelKey": "GPT-6 Astra", "estimatedMillionTokens": 4.71, "midpointEstimate": 4.71, "optimisticEstimate": 4.71, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 4710000, "normalized21kTurns": 224, "agentTasks": { "small250k": 18, "medium550k": 8, "large900k": 5 } } }, { "modelKey": "GPT-5.3-Codex", "estimatedMillionTokens": 21.98, "midpointEstimate": 21.98, "optimisticEstimate": 21.98, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 21980000, "normalized21kTurns": 1047, "agentTasks": { "small250k": 87, "medium550k": 39, "large900k": 24 } } }, { "modelKey": "Gemini 3.8 Flash", "estimatedMillionTokens": 62.8, "midpointEstimate": 62.8, "optimisticEstimate": 62.8, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 62800000, "normalized21kTurns": 2990, "agentTasks": { "small250k": 251, "medium550k": 114, "large900k": 69 } } } ] }, { "name": "Business", "monthlyPrice": 19, "annualPrice": null, "limits": { "aiCredits": "1,900 AI credits/user/mo (org-level billing)", "policy": "Org policy control, no model training on org content" }, "defaultTokenBudget": { "estimatedMillionTokens": 9, "midpointEstimate": null, "optimisticEstimate": null, "description": "1,900 AI credits/user/mo (~9M tokens/user)", "assumptions": "1 credit = $0.01; $19.00/user budget / ~$2.10/M blended = ~9M tokens/user", "sourceType": "research", "confidence": "low", "sourceUrl": "https://github.com/features/copilot/plans", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "All premium models (per-user allowance)", "estimatedMillionTokens": 9, "midpointEstimate": 9, "optimisticEstimate": 9, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 9000000, "normalized21kTurns": 429, "agentTasks": { "small250k": 36, "medium550k": 16, "large900k": 10 } } } ] }, { "name": "Enterprise", "monthlyPrice": 39, "annualPrice": null, "limits": { "aiCredits": "3,900 AI credits/user/mo (org pool)", "overage": "$0.01 per credit" }, "defaultTokenBudget": { "estimatedMillionTokens": 19, "midpointEstimate": null, "optimisticEstimate": null, "description": "3,900 AI credits/user/mo pooled (~19M tokens/user)", "assumptions": "1 credit = $0.01; $39.00/user budget / ~$2.10/M blended = ~19M tokens/user", "sourceType": "research", "confidence": "low", "sourceUrl": "https://github.com/features/copilot/plans", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "All premium models (org pool)", "estimatedMillionTokens": 19, "midpointEstimate": 19, "optimisticEstimate": 19, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 19000000, "normalized21kTurns": 905, "agentTasks": { "small250k": 76, "medium550k": 34, "large900k": 21 } } } ] } ] }, { "id": "google-ai-studio", "name": "Google AI Studio", "category": "api-provider", "url": "https://aistudio.google.com", "lastVerified": "2026-09-19", "stackingPolicy": "unknown", "tiers": [ { "name": "Free", "monthlyPrice": 0, "annualPrice": null, "limits": { "RPM": "15 requests/min", "TPM": "1,000,000 tokens/min", "RPD": "1,500 requests/day" }, "defaultTokenBudget": { "estimatedMillionTokens": 15, "midpointEstimate": null, "optimisticEstimate": null, "description": "1,500 requests/day (~15M tokens/mo)", "assumptions": "1,500 requests/day on free rate limits", "sourceType": "research", "confidence": "low", "sourceUrl": "https://aistudio.google.com", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Gemini 3.8 Flash", "estimatedMillionTokens": 15, "midpointEstimate": 15, "optimisticEstimate": 15, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 15000000, "normalized21kTurns": 714, "agentTasks": { "small250k": 60, "medium550k": 27, "large900k": 16 } } }, { "modelKey": "Gemini 3.1 Pro", "estimatedMillionTokens": 15, "midpointEstimate": 15, "optimisticEstimate": 15, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 15000000, "normalized21kTurns": 714, "agentTasks": { "small250k": 60, "medium550k": 27, "large900k": 16 } } } ] }, { "name": "Tier1", "monthlyPrice": null, "annualPrice": null, "limits": { "spendCap": "$250/mo spend limit", "RPM": "1,000 requests/min", "TPM": "4,000,000 tokens/min" }, "defaultTokenBudget": { "estimatedMillionTokens": 67, "midpointEstimate": 100, "optimisticEstimate": 130, "description": "PAYG up to $250/mo spend cap (~67M conservative / ~130M cached-agent tokens @ $100)", "assumptions": "Official Gemini 3.8 Flash pricing $0.75/M in, $3.75/M out ($0.75 promotional through 2026-12-31): $100 buys ~67M on a 3:1 list blend and ~130M on the standard 75%-cached agent request; 100M midpoint used for the tier figure. Tier cap is a $250/mo spend limit", "sourceType": "derived", "confidence": "medium", "sourceUrl": "https://ai.google.dev/gemini-api/docs/pricing", "sourceQuote": "Gemini 3.8 Flash input $0.75 / output $3.75 per 1M tokens (input price through December 31, 2026)", "basisModel": "Gemini 3.8 Flash", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Gemini 3.8 Flash", "estimatedMillionTokens": 67, "midpointEstimate": 100, "optimisticEstimate": 130, "confidence": "medium", "basis": "Gemini 3.8 Flash", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 67000000, "normalized21kTurns": 3190, "agentTasks": { "small250k": 268, "medium550k": 121, "large900k": 74 } } }, { "modelKey": "Gemini 3.1 Pro", "estimatedMillionTokens": 67, "midpointEstimate": 100, "optimisticEstimate": 130, "confidence": "medium", "basis": "Gemini 3.8 Flash", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 67000000, "normalized21kTurns": 3190, "agentTasks": { "small250k": 268, "medium550k": 121, "large900k": 74 } } } ] }, { "name": "Tier2", "monthlyPrice": null, "annualPrice": null, "limits": { "spendCap": "$2,000/mo spend limit", "RPM": "2,000 requests/min", "TPM": "8,000,000 tokens/min" }, "defaultTokenBudget": { "estimatedMillionTokens": 500, "midpointEstimate": null, "optimisticEstimate": null, "description": "PAYG up to $2,000/mo limit (~500M tokens)", "assumptions": "High volume developer spend", "sourceType": "research", "confidence": "low", "sourceUrl": "https://aistudio.google.com", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Gemini 3.8 Flash", "estimatedMillionTokens": 500, "midpointEstimate": 500, "optimisticEstimate": 500, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 500000000, "normalized21kTurns": 23810, "agentTasks": { "small250k": 2000, "medium550k": 909, "large900k": 555 } } }, { "modelKey": "Gemini 3.1 Pro", "estimatedMillionTokens": 500, "midpointEstimate": 500, "optimisticEstimate": 500, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 500000000, "normalized21kTurns": 23810, "agentTasks": { "small250k": 2000, "medium550k": 909, "large900k": 555 } } } ] }, { "name": "Tier3", "monthlyPrice": null, "annualPrice": null, "limits": { "spendCap": "$20,000-$100,000/mo spend limit", "RPM": "5,000+ requests/min", "TPM": "20,000,000+ tokens/min" }, "defaultTokenBudget": { "estimatedMillionTokens": 2000, "midpointEstimate": null, "optimisticEstimate": null, "description": "Enterprise scale PAYG (~2B tokens)", "assumptions": "Tier3: dedicated capacity negotiations; well beyond 2,000 RPM PAYG tier ceilings", "sourceType": "research", "confidence": "low", "sourceUrl": "https://aistudio.google.com", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Gemini 3.8 Flash", "estimatedMillionTokens": 2000, "midpointEstimate": 2000, "optimisticEstimate": 2000, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 2000000000, "normalized21kTurns": 95238, "agentTasks": { "small250k": 8000, "medium550k": 3636, "large900k": 2222 } } }, { "modelKey": "Gemini 3.1 Pro", "estimatedMillionTokens": 2000, "midpointEstimate": 2000, "optimisticEstimate": 2000, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 2000000000, "normalized21kTurns": 95238, "agentTasks": { "small250k": 8000, "medium550k": 3636, "large900k": 2222 } } } ] } ] }, { "id": "google-antigravity", "name": "Google Antigravity", "category": "coding-ide", "url": "https://antigravity.google/pricing", "lastVerified": "2026-09-19", "stackingPolicy": "silent", "stackingPolicyNote": "Google consumer terms and Generative AI Additional Terms reviewed; no multi-account or account-sharing clause found. Third-party tooling against Antigravity OAuth is banned.", "tiers": [ { "name": "Individual", "monthlyPrice": 0, "annualPrice": null, "limits": { "quota": "Meaningful weekly quota, refreshed weekly (no 5-hour refresh)", "rateLimit": "Basic weekly rate limits per model", "tabCompletions": "Unlimited", "commandRequests": "Unlimited", "creditOverage": "Not available (Pro/Ultra only)" }, "defaultTokenBudget": { "estimatedMillionTokens": 6.25, "midpointEstimate": 13.75, "optimisticEstimate": 22.5, "description": "Weekly-refresh baseline quota (~6.3M tokens/mo)", "assumptions": "Research-based estimate: ~25 agent tasks/mo x the 250K-900K OSINT agent-task band (6.25M floor / 13.75M / 22.5M). Official quotas are undocumented and 'correlated with the amount of work done by the agent', so treat as low confidence", "sourceType": "research", "confidence": "low", "sourceUrl": "https://antigravity.google/pricing", "sourceQuote": "Autonomous coding-agent tasks consume 200-800K input + 30-100K output tokens per task; interactive CLI sessions 60-240K", "basisModel": "Google Antigravity free quota (25 tasks/mo research estimate)", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Gemini 3.8 Flash", "estimatedMillionTokens": 12.5, "midpointEstimate": 12.5, "optimisticEstimate": 12.5, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 12500000, "normalized21kTurns": 595, "agentTasks": { "small250k": 50, "medium550k": 22, "large900k": 13 } } }, { "modelKey": "Gemini 3.7 Flash", "estimatedMillionTokens": 12.5, "midpointEstimate": 12.5, "optimisticEstimate": 12.5, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 12500000, "normalized21kTurns": 595, "agentTasks": { "small250k": 50, "medium550k": 22, "large900k": 13 } } }, { "modelKey": "Gemini 3.6 Flash", "estimatedMillionTokens": 12.5, "midpointEstimate": 12.5, "optimisticEstimate": 12.5, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 12500000, "normalized21kTurns": 595, "agentTasks": { "small250k": 50, "medium550k": 22, "large900k": 13 } } }, { "modelKey": "Gemini 3.1 Pro", "estimatedMillionTokens": 6.25, "midpointEstimate": 6.25, "optimisticEstimate": 6.25, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 6250000, "normalized21kTurns": 298, "agentTasks": { "small250k": 25, "medium550k": 11, "large900k": 6 } } }, { "modelKey": "Claude Sonnet 4.6", "estimatedMillionTokens": 0.75, "midpointEstimate": 0.75, "optimisticEstimate": 0.75, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 750000, "normalized21kTurns": 36, "agentTasks": { "small250k": 3, "medium550k": 1, "large900k": 0 } } }, { "modelKey": "Claude Opus 4.6", "estimatedMillionTokens": 0.15, "midpointEstimate": 0.15, "optimisticEstimate": 0.15, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 150000, "normalized21kTurns": 7, "agentTasks": { "small250k": 0, "medium550k": 0, "large900k": 0 } } }, { "modelKey": "gpt-oss-120b", "estimatedMillionTokens": 5, "midpointEstimate": 5, "optimisticEstimate": 5, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 5000000, "normalized21kTurns": 238, "agentTasks": { "small250k": 20, "medium550k": 9, "large900k": 5 } } } ] }, { "name": "Google AI Pro", "monthlyPrice": 19.99, "annualPrice": null, "limits": { "quota": "High quota, refreshed every 5 hours until weekly limit reached", "rateLimit": "Higher weekly rate limit per model", "tabCompletions": "Unlimited", "creditOverage": "AI credits consumed at standard Gemini Enterprise Agent Platform pricing ('Never' or 'Always' toggle)" }, "defaultTokenBudget": { "estimatedMillionTokens": 75, "midpointEstimate": 165, "optimisticEstimate": 270, "description": "5-hour refresh quota with weekly caps (~75M tokens/mo)", "assumptions": "Research-based estimate: ~300 agent tasks/mo x the 250K-900K OSINT agent-task band (75M floor / 165M / 270M). No official task counts published; low confidence", "sourceType": "research", "confidence": "low", "sourceUrl": "https://antigravity.google/pricing", "sourceQuote": "Autonomous coding-agent tasks consume 200-800K input + 30-100K output tokens per task; interactive CLI sessions 60-240K", "basisModel": "Google Antigravity Pro quota (300 tasks/mo research estimate)", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Gemini 3.8 Flash", "estimatedMillionTokens": 150, "midpointEstimate": 150, "optimisticEstimate": 150, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 150000000, "normalized21kTurns": 7143, "agentTasks": { "small250k": 600, "medium550k": 272, "large900k": 166 } } }, { "modelKey": "Gemini 3.7 Flash", "estimatedMillionTokens": 150, "midpointEstimate": 150, "optimisticEstimate": 150, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 150000000, "normalized21kTurns": 7143, "agentTasks": { "small250k": 600, "medium550k": 272, "large900k": 166 } } }, { "modelKey": "Gemini 3.6 Flash", "estimatedMillionTokens": 150, "midpointEstimate": 150, "optimisticEstimate": 150, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 150000000, "normalized21kTurns": 7143, "agentTasks": { "small250k": 600, "medium550k": 272, "large900k": 166 } } }, { "modelKey": "Gemini 3.1 Pro", "estimatedMillionTokens": 75, "midpointEstimate": 75, "optimisticEstimate": 75, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 75000000, "normalized21kTurns": 3571, "agentTasks": { "small250k": 300, "medium550k": 136, "large900k": 83 } } }, { "modelKey": "Claude Sonnet 4.6", "estimatedMillionTokens": 9, "midpointEstimate": 9, "optimisticEstimate": 9, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 9000000, "normalized21kTurns": 429, "agentTasks": { "small250k": 36, "medium550k": 16, "large900k": 10 } } }, { "modelKey": "Claude Opus 4.6", "estimatedMillionTokens": 1.75, "midpointEstimate": 1.75, "optimisticEstimate": 1.75, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 1750000, "normalized21kTurns": 83, "agentTasks": { "small250k": 7, "medium550k": 3, "large900k": 1 } } }, { "modelKey": "gpt-oss-120b", "estimatedMillionTokens": 60, "midpointEstimate": 60, "optimisticEstimate": 60, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 60000000, "normalized21kTurns": 2857, "agentTasks": { "small250k": 240, "medium550k": 109, "large900k": 66 } } } ] }, { "name": "Google AI Ultra 5x", "monthlyPrice": 99.99, "annualPrice": null, "limits": { "quota": "Highest quota, refreshed every 5 hours until weekly limit reached", "rateLimit": "Highest weekly rate limit per model", "tabCompletions": "Unlimited", "creditOverage": "AI credits consumed at standard GEAP consumption pricing" }, "defaultTokenBudget": { "estimatedMillionTokens": 375, "midpointEstimate": 825, "optimisticEstimate": 1350, "description": "Official 5x Google AI Pro limits (~375M tokens/mo)", "assumptions": "Google AI Ultra is officially 5x the Google AI Pro plan; 5 x our 75M Pro floor = 375M (midpoint 825M, ceiling 1,350M; low confidence, same basis as Pro)", "sourceType": "derived", "confidence": "low", "sourceUrl": "https://one.google.com/about/google-ai-plans/", "sourceQuote": "Google AI Ultra 5x: 5x higher usage limits than Google AI Pro", "basisModel": "Google AI Pro research estimate (75M floor x 250K-900K task band)", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Gemini 3.8 Flash", "estimatedMillionTokens": 750, "midpointEstimate": 750, "optimisticEstimate": 750, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 750000000, "normalized21kTurns": 35714, "agentTasks": { "small250k": 3000, "medium550k": 1363, "large900k": 833 } } }, { "modelKey": "Gemini 3.7 Flash", "estimatedMillionTokens": 750, "midpointEstimate": 750, "optimisticEstimate": 750, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 750000000, "normalized21kTurns": 35714, "agentTasks": { "small250k": 3000, "medium550k": 1363, "large900k": 833 } } }, { "modelKey": "Gemini 3.6 Flash", "estimatedMillionTokens": 750, "midpointEstimate": 750, "optimisticEstimate": 750, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 750000000, "normalized21kTurns": 35714, "agentTasks": { "small250k": 3000, "medium550k": 1363, "large900k": 833 } } }, { "modelKey": "Gemini 3.1 Pro", "estimatedMillionTokens": 375, "midpointEstimate": 375, "optimisticEstimate": 375, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 375000000, "normalized21kTurns": 17857, "agentTasks": { "small250k": 1500, "medium550k": 681, "large900k": 416 } } }, { "modelKey": "Claude Sonnet 4.6", "estimatedMillionTokens": 45, "midpointEstimate": 45, "optimisticEstimate": 45, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 45000000, "normalized21kTurns": 2143, "agentTasks": { "small250k": 180, "medium550k": 81, "large900k": 50 } } }, { "modelKey": "Claude Opus 4.6", "estimatedMillionTokens": 8.75, "midpointEstimate": 8.75, "optimisticEstimate": 8.75, "confidence": "high", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 8750000, "normalized21kTurns": 417, "agentTasks": { "small250k": 35, "medium550k": 15, "large900k": 9 } } }, { "modelKey": "gpt-oss-120b", "estimatedMillionTokens": 300, "midpointEstimate": 300, "optimisticEstimate": 300, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 300000000, "normalized21kTurns": 14286, "agentTasks": { "small250k": 1200, "medium550k": 545, "large900k": 333 } } } ] }, { "name": "Google AI Ultra 20x", "monthlyPrice": 199.99, "annualPrice": null, "limits": { "quota": "Highest quota, refreshed every 5 hours until weekly limit reached", "rateLimit": "Highest weekly rate limit per model", "tabCompletions": "Unlimited", "creditOverage": "AI credits consumed at standard GEAP consumption pricing" }, "defaultTokenBudget": { "estimatedMillionTokens": 1500, "midpointEstimate": 3300, "optimisticEstimate": 5400, "description": "Official 20x Google AI Pro limits (~1.5B tokens/mo)", "assumptions": "Google AI Ultra 20x is officially 20x the Google AI Pro plan; 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Figures are fee-equivalent at ~$2.00/M (conservative), ~$1.00/M (midpoint) and ~$0.50/M (optimistic) for cross-plan comparison only", "sourceType": "research", "confidence": "low", "sourceUrl": "https://www.tabnine.com/pricing/", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Tabnine Protected", "estimatedMillionTokens": 19.5, "midpointEstimate": 39, "optimisticEstimate": 78, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 19500000, "normalized21kTurns": 929, "agentTasks": { "small250k": 78, "medium550k": 35, "large900k": 21 } } } ] }, { "name": "Agentic Platform", "monthlyPrice": 59, "annualPrice": null, "limits": { "billing": "$59/user/mo (annual subscription)", "usage": "Same LLM economics as Code Assistant", "included": "Context Engine, Tabnine CLI agents, MCP tool use, headless agents (optional add-on)" }, "defaultTokenBudget": { "estimatedMillionTokens": 29.5, "midpointEstimate": 59, "optimisticEstimate": 118, "description": "Platform fee; ~29.5M fee-equivalent tokens", "assumptions": "Platform-fee plan: no token bundle included; same LLM economics as Code Assistant. Figures are fee-equivalent at ~$2.00/M / ~$1.00/M / ~$0.50/M for cross-plan comparison only", "sourceType": "research", "confidence": "low", "sourceUrl": "https://www.tabnine.com/pricing/", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Tabnine Protected", "estimatedMillionTokens": 29.5, "midpointEstimate": 59, "optimisticEstimate": 118, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 29500000, "normalized21kTurns": 1405, "agentTasks": { "small250k": 118, "medium550k": 53, "large900k": 32 } } } ] }, { "name": "Enterprise (Custom)", "monthlyPrice": null, "annualPrice": null, "limits": { "volume": "Quote-based; IP indemnification subject to terms", "compliance": "GDPR, SOC 2, ISO 27001" }, "defaultTokenBudget": { "estimatedMillionTokens": 0, "midpointEstimate": null, "optimisticEstimate": null, "description": "Custom volume contract", "assumptions": "Negotiated enterprise agreement", "sourceType": "research", "confidence": "low", "sourceUrl": "https://www.tabnine.com/pricing/", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Tabnine Protected", "estimatedMillionTokens": 0, "midpointEstimate": 0, "optimisticEstimate": 0, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 0, "normalized21kTurns": 0, "agentTasks": { "small250k": 0, "medium550k": 0, "large900k": 0 } } } ] } ] }, { "id": "together-ai", "name": "Together.ai", "category": "api-provider", "url": "https://www.together.ai/pricing", "lastVerified": "2026-09-19", "stackingPolicy": "silent", "stackingPolicyNote": "Terms of Service reviewed; no multiple-account, sharing or seat clause found.", "tiers": [ { "name": "Free", "monthlyPrice": 0, "annualPrice": null, "limits": { "rateLimits": "Dynamic rate limits - no fixed per-model RPM/TPM published; scales with account history", "creditTrial": "$5 free credits" }, "defaultTokenBudget": { "estimatedMillionTokens": 5, "midpointEstimate": null, "optimisticEstimate": null, "description": "Signup credit (~5M tokens; amount not listed on the official pricing page)", "assumptions": "$5 trial credits on open source models", "sourceType": "research", "confidence": "low", "sourceUrl": "https://www.together.ai/pricing", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Llama 3.3 70B", "estimatedMillionTokens": 5, "midpointEstimate": 5, "optimisticEstimate": 5, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 5000000, "normalized21kTurns": 238, "agentTasks": { "small250k": 20, "medium550k": 9, "large900k": 5 } } }, { "modelKey": "DeepSeek V3", "estimatedMillionTokens": 5, "midpointEstimate": 5, "optimisticEstimate": 5, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 5000000, "normalized21kTurns": 238, "agentTasks": { "small250k": 20, "medium550k": 9, "large900k": 5 } } }, { "modelKey": "Qwen 2.5 Coder", "estimatedMillionTokens": 5, "midpointEstimate": 5, "optimisticEstimate": 5, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 5000000, "normalized21kTurns": 238, "agentTasks": { "small250k": 20, "medium550k": 9, "large900k": 5 } } } ] }, { "name": "PAYG", "monthlyPrice": null, "annualPrice": null, "limits": { "tierLimits": "Dynamic limits scale with spend history ($25/$50/$100/$250 milestones historically)", "batchDiscount": "50% off Batch inference" }, "defaultTokenBudget": { "estimatedMillionTokens": 30, "midpointEstimate": null, "optimisticEstimate": null, "description": "PAYG ($20 buys ~30M tokens)", "assumptions": "$20 spent @ $0.65/M blended", "sourceType": "research", "confidence": "low", "sourceUrl": "https://www.together.ai/pricing", "sourceQuote": "", "basisModel": "default", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "Llama 3.3 70B", "estimatedMillionTokens": 30, "midpointEstimate": 30, "optimisticEstimate": 30, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 30000000, "normalized21kTurns": 1429, "agentTasks": { "small250k": 120, "medium550k": 54, "large900k": 33 } } }, { "modelKey": "DeepSeek V3", "estimatedMillionTokens": 30, "midpointEstimate": 30, "optimisticEstimate": 30, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 30000000, "normalized21kTurns": 1429, "agentTasks": { "small250k": 120, "medium550k": 54, "large900k": 33 } } }, { "modelKey": "Qwen 2.5 Coder 32B", "estimatedMillionTokens": 30, "midpointEstimate": 30, "optimisticEstimate": 30, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 30000000, "normalized21kTurns": 1429, "agentTasks": { "small250k": 120, "medium550k": 54, "large900k": 33 } } } ] } ] }, { "id": "windsurf", "name": "Windsurf (Cognition)", "category": "coding-ide", "url": "https://windsurf.com/pricing", "lastVerified": "2026-09-19", "stackingPolicy": "silent", "stackingPolicyNote": "Acceptable Use Policy bans \"sharing credentials\"; multiple paid accounts are not addressed.", "tiers": [ { "name": "Free", "monthlyPrice": 0, "annualPrice": null, "limits": { "quota": "Light auto-refreshing usage allowance (daily + weekly)", "models": "Limited model availability", "concurrency": "Up to 10 concurrent sessions" }, "defaultTokenBudget": { "estimatedMillionTokens": 3.25, "midpointEstimate": 7.15, "optimisticEstimate": 11.7, "description": "Light agent quota (~3.3M tokens/mo)", "assumptions": "Usage allowance refreshes daily+weekly; size not published; research estimate at ~13 agent tasks/mo x the 250K-900K OSINT agent-task band (3.25M floor / 7.15M / 11.7M), low confidence", "sourceType": "research", "confidence": "low", "sourceUrl": "https://windsurf.com/pricing", "sourceQuote": "Autonomous coding-agent tasks consume 200-800K input + 30-100K output tokens per task; interactive CLI sessions 60-240K", "basisModel": "Windsurf free quota (13 tasks/mo research estimate)", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "SWE-2", "estimatedMillionTokens": 3.25, "midpointEstimate": 7.15, "optimisticEstimate": 11.7, "confidence": "low", "basis": "Windsurf free quota (13 tasks/mo research estimate)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 3250000, "normalized21kTurns": 155, "agentTasks": { "small250k": 13, "medium550k": 5, "large900k": 3 } } }, { "modelKey": "Kimi K2.5", "estimatedMillionTokens": 3.25, "midpointEstimate": 7.15, "optimisticEstimate": 11.7, "confidence": "low", "basis": "Windsurf free quota (13 tasks/mo research estimate)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 3250000, "normalized21kTurns": 155, "agentTasks": { "small250k": 13, "medium550k": 5, "large900k": 3 } } }, { "modelKey": "GPT 5.2 Mini", "estimatedMillionTokens": 3.25, "midpointEstimate": 7.15, "optimisticEstimate": 11.7, "confidence": "low", "basis": "Windsurf free quota (13 tasks/mo research estimate)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 3250000, "normalized21kTurns": 155, "agentTasks": { "small250k": 13, "medium550k": 5, "large900k": 3 } } }, { "modelKey": "Claude Haiku 4.5", "estimatedMillionTokens": 3.25, "midpointEstimate": 7.15, "optimisticEstimate": 11.7, "confidence": "low", "basis": "Windsurf free quota (13 tasks/mo research estimate)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 3250000, "normalized21kTurns": 155, "agentTasks": { "small250k": 13, "medium550k": 5, "large900k": 3 } } } ] }, { "name": "Pro", "monthlyPrice": 20, "annualPrice": null, "limits": { "quota": "Increased auto-refreshing daily + weekly allowance (size not published)", "overage": "Extra usage purchased at API pricing", "concurrency": "Up to 10 concurrent sessions" }, "defaultTokenBudget": { "estimatedMillionTokens": 75, "midpointEstimate": 165, "optimisticEstimate": 270, "description": "Pro daily+weekly quota (~75M tokens/mo)", "assumptions": "Research estimate: ~300 agent tasks/mo x the 250K-900K OSINT agent-task band (75M floor / 165M / 270M); official quotas unpublished, low confidence", "sourceType": "research", "confidence": "low", "sourceUrl": "https://windsurf.com/pricing", "sourceQuote": "Autonomous coding-agent tasks consume 200-800K input + 30-100K output tokens per task; interactive CLI sessions 60-240K", "basisModel": "Windsurf Pro quota (300 tasks/mo research estimate)", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "SWE-2", "estimatedMillionTokens": 75, "midpointEstimate": 165, "optimisticEstimate": 270, "confidence": "low", "basis": "Windsurf Pro quota (300 tasks/mo research estimate)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 75000000, "normalized21kTurns": 3571, "agentTasks": { "small250k": 300, "medium550k": 136, "large900k": 83 } } }, { "modelKey": "Claude Sonnet 5", "estimatedMillionTokens": 75, "midpointEstimate": 165, "optimisticEstimate": 270, "confidence": "low", "basis": "Windsurf Pro quota (300 tasks/mo research estimate)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 75000000, "normalized21kTurns": 3571, "agentTasks": { "small250k": 300, "medium550k": 136, "large900k": 83 } } }, { "modelKey": "Claude Haiku 4.5", "estimatedMillionTokens": 75, "midpointEstimate": 165, "optimisticEstimate": 270, "confidence": "low", "basis": "Windsurf Pro quota (300 tasks/mo research estimate)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 75000000, "normalized21kTurns": 3571, "agentTasks": { "small250k": 300, "medium550k": 136, "large900k": 83 } } }, { "modelKey": "GPT-5.2", "estimatedMillionTokens": 75, "midpointEstimate": 165, "optimisticEstimate": 270, "confidence": "low", "basis": "Windsurf Pro quota (300 tasks/mo research estimate)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 75000000, "normalized21kTurns": 3571, "agentTasks": { "small250k": 300, "medium550k": 136, "large900k": 83 } } }, { "modelKey": "Kimi K2.5", "estimatedMillionTokens": 75, "midpointEstimate": 165, "optimisticEstimate": 270, "confidence": "low", "basis": "Windsurf Pro quota (300 tasks/mo research estimate)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 75000000, "normalized21kTurns": 3571, "agentTasks": { "small250k": 300, "medium550k": 136, "large900k": 83 } } } ] }, { "name": "Max", "monthlyPrice": 200, "annualPrice": null, "limits": { "quota": "Significantly higher daily + weekly allowance (size not published)", "overage": "Extra usage at API pricing", "concurrency": "Unlimited concurrent sessions" }, "defaultTokenBudget": { "estimatedMillionTokens": 375, "midpointEstimate": 825, "optimisticEstimate": 1350, "description": "Max daily+weekly quota (~375M tokens/mo)", "assumptions": "Research estimate: 5x the Pro tier floor (375M floor / 825M / 1,350M); official headroom unpublished, low confidence", "sourceType": "research", "confidence": "low", "sourceUrl": "https://windsurf.com/pricing", "sourceQuote": "Autonomous coding-agent tasks consume 200-800K input + 30-100K output tokens per task; interactive CLI sessions 60-240K", "basisModel": "Windsurf Max quota (5x Pro presumption x 300-task band)", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "SWE-2", "estimatedMillionTokens": 375, "midpointEstimate": 825, "optimisticEstimate": 1350, "confidence": "low", "basis": "Windsurf Max quota (5x Pro presumption x 300-task band)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 375000000, "normalized21kTurns": 17857, "agentTasks": { "small250k": 1500, "medium550k": 681, "large900k": 416 } } }, { "modelKey": "Claude Sonnet 5", "estimatedMillionTokens": 375, "midpointEstimate": 825, "optimisticEstimate": 1350, "confidence": "low", "basis": "Windsurf Max quota (5x Pro presumption x 300-task band)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 375000000, "normalized21kTurns": 17857, "agentTasks": { "small250k": 1500, "medium550k": 681, "large900k": 416 } } }, { "modelKey": "Claude Haiku 4.5", "estimatedMillionTokens": 375, "midpointEstimate": 825, "optimisticEstimate": 1350, "confidence": "low", "basis": "Windsurf Max quota (5x Pro presumption x 300-task band)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 375000000, "normalized21kTurns": 17857, "agentTasks": { "small250k": 1500, "medium550k": 681, "large900k": 416 } } }, { "modelKey": "GPT-5.2", "estimatedMillionTokens": 375, "midpointEstimate": 825, "optimisticEstimate": 1350, "confidence": "low", "basis": "Windsurf Max quota (5x Pro presumption x 300-task band)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 375000000, "normalized21kTurns": 17857, "agentTasks": { "small250k": 1500, "medium550k": 681, "large900k": 416 } } }, { "modelKey": "Kimi K2.5", "estimatedMillionTokens": 375, "midpointEstimate": 825, "optimisticEstimate": 1350, "confidence": "low", "basis": "Windsurf Max quota (5x Pro presumption x 300-task band)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 375000000, "normalized21kTurns": 17857, "agentTasks": { "small250k": 1500, "medium550k": 681, "large900k": 416 } } } ] }, { "name": "Teams", "monthlyPrice": 80, "annualPrice": null, "limits": { "quota": "Pro-level quota per full dev seat", "billing": "$80/mo team base + $40/mo per full user seat", "concurrency": "Unlimited concurrent sessions" }, "defaultTokenBudget": { "estimatedMillionTokens": 75, "midpointEstimate": 165, "optimisticEstimate": 270, "description": "Pro-level quota per full user seat (~75M tokens/mo/seat)", "assumptions": "Per-seat quota mirrors the Pro tier (75M floor / 165M / 270M); additional seats $40/mo each", "sourceType": "research", "confidence": "low", "sourceUrl": "https://windsurf.com/pricing", "sourceQuote": "Autonomous coding-agent tasks consume 200-800K input + 30-100K output tokens per task; interactive CLI sessions 60-240K", "basisModel": "Windsurf Teams seat quota (mirrors Pro 300-task band)", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "SWE-2", "estimatedMillionTokens": 75, "midpointEstimate": 165, "optimisticEstimate": 270, "confidence": "low", "basis": "Windsurf Teams seat quota (mirrors Pro 300-task band)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 75000000, "normalized21kTurns": 3571, "agentTasks": { "small250k": 300, "medium550k": 136, "large900k": 83 } } }, { "modelKey": "Claude Sonnet 5", "estimatedMillionTokens": 75, "midpointEstimate": 165, "optimisticEstimate": 270, "confidence": "low", "basis": "Windsurf Teams seat quota (mirrors Pro 300-task band)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 75000000, "normalized21kTurns": 3571, "agentTasks": { "small250k": 300, "medium550k": 136, "large900k": 83 } } }, { "modelKey": "Claude Haiku 4.5", "estimatedMillionTokens": 75, "midpointEstimate": 165, "optimisticEstimate": 270, "confidence": "low", "basis": "Windsurf Teams seat quota (mirrors Pro 300-task band)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 75000000, "normalized21kTurns": 3571, "agentTasks": { "small250k": 300, "medium550k": 136, "large900k": 83 } } }, { "modelKey": "GPT-5.2", "estimatedMillionTokens": 75, "midpointEstimate": 165, "optimisticEstimate": 270, "confidence": "low", "basis": "Windsurf Teams seat quota (mirrors Pro 300-task band)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 75000000, "normalized21kTurns": 3571, "agentTasks": { "small250k": 300, "medium550k": 136, "large900k": 83 } } }, { "modelKey": "Kimi K2.5", "estimatedMillionTokens": 75, "midpointEstimate": 165, "optimisticEstimate": 270, "confidence": "low", "basis": "Windsurf Teams seat quota (mirrors Pro 300-task band)", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 75000000, "normalized21kTurns": 3571, "agentTasks": { "small250k": 300, "medium550k": 136, "large900k": 83 } } } ] } ] }, { "id": "xiaomi-mimo", "name": "Xiaomi MiMo", "category": "coding-router", "url": "https://platform.xiaomimimo.com/token-plan", "lastVerified": "2026-09-19", "stackingPolicy": "prohibited", "stackingPolicyNote": "Platform terms: \"Currently, the platform only supports purchasing 1 package at a time\" and API keys are tied strictly to the individual subscribing account; proxying or non-coding API access is prohibited.", "tiers": [ { "name": "Lite", "monthlyPrice": 6, "annualPrice": 63.36, "limits": { "credits": "4,100,000,000 (4.1B) Credits/mo", "concurrency": "Standard dynamic concurrency", "rpm": "100 RPM across models", "tpm": "10,000,000 TPM (10M)", "models": "6 models (mimo-v2.5-pro, mimo-v2.5, mimo-v2.5-asr, TTS series)" }, "defaultTokenBudget": { "estimatedMillionTokens": 40.28, "midpointEstimate": 79.11, "optimisticEstimate": 117.94, "description": "4.1B Credits/mo; ~40M tokens on MiMo-V2.5-Pro or ~118M on MiMo-V2.5 (official credit conversion)", "assumptions": "4.1B Credits / 101.79M credits/M tokens on MiMo-V2.5-Pro (standard 20:1 + 75% cache) ~= 40.28M tokens; on MiMo-V2.5 (34.76M credits/M) ~= 117.94M tokens. Nighttime 0.8x off-peak rate grants +25% capacity bonus", "sourceType": "official", "confidence": "high", "sourceUrl": "https://mimo.mi.com/docs/en-US/price/token-plan", "sourceQuote": "Lite: $6/month, ¥39/month, 4,100,000,000 Credits. mimo-v2.5-pro: 2.5 cache hit, 300 cache miss, 600 output; mimo-v2.5: 2 hit, 100 miss, 200 out", "basisModel": "MiMo-V2.5-Pro", "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null }, "models": [ { "modelKey": "MiMo-V2.5-Pro", "estimatedMillionTokens": 40.28, "midpointEstimate": 45, "optimisticEstimate": 50.35, "confidence": "high", "basis": "official-table", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 40280000, "normalized21kTurns": 1918, "agentTasks": { "small250k": 161, "medium550k": 73, "large900k": 44 } } }, { "modelKey": "MiMo-V2.5", "estimatedMillionTokens": 40.28, "midpointEstimate": 45, "optimisticEstimate": 50.35, "confidence": "high", "basis": "official-table", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 40280000, "normalized21kTurns": 1918, "agentTasks": { "small250k": 161, "medium550k": 73, "large900k": 44 } } } ] }, { "name": "Standard", "monthlyPrice": 16, "annualPrice": 168.96, "limits": { "credits": "11,000,000,000 (11B) Credits/mo", "concurrency": "Standard dynamic concurrency", "rpm": "100 RPM across models", "tpm": "10,000,000 TPM (10M)", "models": "6 models (mimo-v2.5-pro, mimo-v2.5, mimo-v2.5-asr, TTS series)" }, "defaultTokenBudget": { "estimatedMillionTokens": 108.07, "midpointEstimate": 212.26, "optimisticEstimate": 316.44, "description": "11B Credits/mo; ~108M tokens on MiMo-V2.5-Pro or ~316M on MiMo-V2.5", "assumptions": "11B Credits / 101.79M credits/M tokens on MiMo-V2.5-Pro ~= 108.07M tokens; on MiMo-V2.5 ~= 316.44M tokens", "sourceType": "official", "confidence": "high", "sourceUrl": "https://mimo.mi.com/docs/en-US/price/token-plan", "sourceQuote": "Standard: $16/month, ¥99/month, 11,000,000,000 Credits", "basisModel": "MiMo-V2.5-Pro", "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null }, "models": [ { "modelKey": "MiMo-V2.5-Pro", "estimatedMillionTokens": 108.07, "midpointEstimate": 120, "optimisticEstimate": 135.09, "confidence": "high", "basis": "official-table", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 108070000, "normalized21kTurns": 5146, "agentTasks": { "small250k": 432, "medium550k": 196, "large900k": 120 } } }, { "modelKey": "MiMo-V2.5", "estimatedMillionTokens": 108.07, "midpointEstimate": 120, "optimisticEstimate": 135.09, "confidence": "high", "basis": "official-table", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 108070000, "normalized21kTurns": 5146, "agentTasks": { "small250k": 432, "medium550k": 196, "large900k": 120 } } } ] }, { "name": "Pro", "monthlyPrice": 50, "annualPrice": 528, "limits": { "credits": "38,000,000,000 (38B) Credits/mo", "concurrency": "High dynamic concurrency", "rpm": "100 RPM across models", "tpm": "10,000,000 TPM (10M)", "models": "6 models (mimo-v2.5-pro, mimo-v2.5, mimo-v2.5-asr, TTS series)" }, "defaultTokenBudget": { "estimatedMillionTokens": 373.33, "midpointEstimate": 733.24, "optimisticEstimate": 1093.15, "description": "38B Credits/mo; ~373M tokens on MiMo-V2.5-Pro or ~1.09B on MiMo-V2.5", "assumptions": "38B Credits / 101.79M credits/M tokens on MiMo-V2.5-Pro ~= 373.33M tokens; on MiMo-V2.5 ~= 1,093.15M tokens (1.09B)", "sourceType": "official", "confidence": "high", "sourceUrl": "https://mimo.mi.com/docs/en-US/price/token-plan", "sourceQuote": "Pro: $50/month, ¥329/month, 38,000,000,000 Credits", "basisModel": "MiMo-V2.5-Pro", "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null }, "models": [ { "modelKey": "MiMo-V2.5-Pro", "estimatedMillionTokens": 373.33, "midpointEstimate": 420, "optimisticEstimate": 466.66, "confidence": "high", "basis": "official-table", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 373330000, "normalized21kTurns": 17778, "agentTasks": { "small250k": 1493, "medium550k": 678, "large900k": 414 } } }, { "modelKey": "MiMo-V2.5", "estimatedMillionTokens": 373.33, "midpointEstimate": 420, "optimisticEstimate": 466.66, "confidence": "high", "basis": "official-table", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 373330000, "normalized21kTurns": 17778, "agentTasks": { "small250k": 1493, "medium550k": 678, "large900k": 414 } } } ] }, { "name": "Max", "monthlyPrice": 100, "annualPrice": 1056, "limits": { "credits": "82,000,000,000 (82B) Credits/mo", "concurrency": "Maximum dynamic concurrency", "rpm": "100 RPM across models", "tpm": "10,000,000 TPM (10M)", "models": "6 models (mimo-v2.5-pro, mimo-v2.5, mimo-v2.5-asr, TTS series)" }, "defaultTokenBudget": { "estimatedMillionTokens": 805.61, "midpointEstimate": 1582.26, "optimisticEstimate": 2358.9, "description": "82B Credits/mo; ~806M tokens on MiMo-V2.5-Pro or ~2.36B on MiMo-V2.5", "assumptions": "82B Credits / 101.79M credits/M tokens on MiMo-V2.5-Pro ~= 805.61M tokens; on MiMo-V2.5 ~= 2,358.90M tokens (2.36B). Off-peak nighttime 0.8x rate reaches over 1.0B on Pro and 2.95B on V2.5", "sourceType": "official", "confidence": "high", "sourceUrl": "https://mimo.mi.com/docs/en-US/price/token-plan", "sourceQuote": "Max: $100/month, ¥659/month, 82,000,000,000 Credits", "basisModel": "MiMo-V2.5-Pro", "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null }, "models": [ { "modelKey": "MiMo-V2.5-Pro", "estimatedMillionTokens": 805.61, "midpointEstimate": 900, "optimisticEstimate": 1007.01, "confidence": "high", "basis": "official-table", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 805610000, "normalized21kTurns": 38362, "agentTasks": { "small250k": 3222, "medium550k": 1464, "large900k": 895 } } }, { "modelKey": "MiMo-V2.5", "estimatedMillionTokens": 805.61, "midpointEstimate": 900, "optimisticEstimate": 1007.01, "confidence": "high", "basis": "official-table", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 805610000, "normalized21kTurns": 38362, "agentTasks": { "small250k": 3222, "medium550k": 1464, "large900k": 895 } } } ] } ] }, { "id": "z-ai", "name": "Z.ai GLM Coding Plan", "category": "api-provider", "url": "https://z.ai/subscribe", "lastVerified": "2026-09-19", "stackingPolicy": "prohibited", "stackingPolicyNote": "Subscription terms: benefits are \"exclusive to the subscriber\"; \"Account sharing or multi-user access is prohibited\" and the licence is tied to a single natural person with no aggregation/proxying.", "tiers": [ { "name": "Lite", "monthlyPrice": 18, "annualPrice": 151, "limits": { "fiveHourCredits": "2,000 credits", "weeklyCredits": "10,000 credits", "weeklyCeiling": "Up to 97M GLM-5.3 / 584M GLM-5.3-Flash tokens/week (~420M / 2,529M monthly ceiling)", "weeklyLimitGLM53": "Up to 97M Tokens/week", "weeklyLimitGLM53Flash": "Up to 584M Tokens/week", "offPeakDiscount": "50% credit rate during off-peak", "peakHours": "Mon-Fri 14:00-18:00 UTC+8", "concurrency": "Recommended for 1 project at a time (dynamic off-peak boost)", "toolRestrictions": "Strictly limited to supported coding tools (Claude Code, Cline, OpenCode, Goose)" }, "defaultTokenBudget": { "estimatedMillionTokens": 208, "midpointEstimate": 314, "optimisticEstimate": 420, "description": "10K weekly credits; GLM-5.3 48-97M tokens/wk at 95% cache (official)", "assumptions": "Official Z.ai table (95% cache): 10,000 weekly credits = 48-97M GLM-5.3 tokens/week (146-292M GLM-5.3-Flash standard, up to 584M Flash with 2x campaign bonus). Floor = all-peak (1x credit rate) 48M/wk x 4.33 wk = 208M/mo; ceiling = all off-peak (0.5x) 97M/wk x 4.33 = 420M/mo; midpoint 314M", "sourceType": "official", "confidence": "high", "sourceUrl": "https://docs.z.ai/devpack/overview", "sourceQuote": "Weekly limit, up to: GLM-5.3 97M Tokens, GLM-5.3-Flash 584M Tokens", "basisModel": "GLM-5.3", "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null }, "models": [ { "modelKey": "GLM-5.3", "estimatedMillionTokens": 208, "midpointEstimate": 314, "optimisticEstimate": 420, "confidence": "high", "basis": "official-table", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 208000000, "normalized21kTurns": 9905, "agentTasks": { "small250k": 832, "medium550k": 378, "large900k": 231 } } }, { "modelKey": "GLM-5.3-Flash", "estimatedMillionTokens": 632, "midpointEstimate": 1264, "optimisticEstimate": 2529, "confidence": "high", "basis": "official-table", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 632000000, "normalized21kTurns": 30095, "agentTasks": { "small250k": 2528, "medium550k": 1149, "large900k": 702 } } } ] }, { "name": "Pro", "monthlyPrice": 80, "annualPrice": 605, "limits": { "fiveHourCredits": "12,000 credits", "weeklyCredits": "60,000 credits", "weeklyCeiling": "Up to 582M GLM-5.3 / 3,504M GLM-5.3-Flash tokens/week (~2,520M / 15,172M monthly ceiling; 6× Lite)", "weeklyLimitGLM53": "Up to 582M Tokens/week", "weeklyLimitGLM53Flash": "Up to 3,504M Tokens/week", "offPeakDiscount": "50% credit rate during off-peak", "concurrency": "Recommended for 1-2 projects simultaneously (dynamic off-peak boost)", "includedMcps": "Vision, Web Search, Web Reader, Zread" }, "defaultTokenBudget": { "estimatedMillionTokens": 1256, "midpointEstimate": 1888, "optimisticEstimate": 2520, "description": "60K weekly credits; GLM-5.3 290-582M tokens/wk at 95% cache (official)", "assumptions": "Official Z.ai table (95% cache): 60,000 weekly credits = 290-580M GLM-5.3 tokens/week (877M-1.76B GLM-5.3-Flash). V3 subscribe ceiling: up to 582M GLM-5.3 / 3,504M GLM-5.3-Flash weekly (including 2x Flash campaign bonus). Floor = all-peak 290M/wk x 4.33 = 1,256M/mo; ceiling = all off-peak 582M/wk x 4.33 = 2,520M/mo; midpoint 1,888M", "sourceType": "official", "confidence": "high", "sourceUrl": "https://docs.z.ai/devpack/overview", "sourceQuote": "Weekly limit, up to: GLM-5.3 582M Tokens, GLM-5.3-Flash 3504M Tokens (6× Lite usage)", "basisModel": "GLM-5.3", "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null }, "models": [ { "modelKey": "GLM-5.3", "estimatedMillionTokens": 1256, "midpointEstimate": 1888, "optimisticEstimate": 2520, "confidence": "high", "basis": "official-table", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 1256000000, "normalized21kTurns": 59810, "agentTasks": { "small250k": 5024, "medium550k": 2283, "large900k": 1395 } } }, { "modelKey": "GLM-5.3-Flash", "estimatedMillionTokens": 3797, "midpointEstimate": 7600, "optimisticEstimate": 15172, "confidence": "high", "basis": "official-table", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 3797000000, "normalized21kTurns": 180810, "agentTasks": { "small250k": 15188, "medium550k": 6903, "large900k": 4218 } } } ] }, { "name": "Max", "monthlyPrice": 168, "annualPrice": 1344, "limits": { "fiveHourCredits": "28,000 credits", "weeklyCredits": "140,000 credits", "weeklyCeiling": "Up to 1,358M GLM-5.3 / 8,176M GLM-5.3-Flash tokens/week (~5,884M / 35,402M monthly ceiling; 14× Lite)", "weeklyLimitGLM53": "Up to 1,358M Tokens/week", "weeklyLimitGLM53Flash": "Up to 8,176M Tokens/week", "offPeakDiscount": "50% credit rate during off-peak", "priority": "Priority resource allocation during peak hours", "concurrency": "Recommended for 2+ projects simultaneously (highest allocation, dynamic off-peak boost)" }, "defaultTokenBudget": { "estimatedMillionTokens": 2927, "midpointEstimate": 4405, "optimisticEstimate": 5884, "description": "140K weekly credits; GLM-5.3 676M-1.36B tokens/wk at 95% cache (official)", "assumptions": "Official Z.ai table (95% cache): 140,000 weekly credits = 676M-1,352M GLM-5.3 tokens/week (2.05B-4.1B GLM-5.3-Flash). V3 subscribe ceiling: up to 1,358M GLM-5.3 / 8,176M GLM-5.3-Flash weekly (including 2x Flash campaign bonus). Floor = all-peak 676M/wk x 4.33 = 2,927M/mo; ceiling = all off-peak 1,358M/wk x 4.33 = 5,884M/mo; midpoint 4,405M", "sourceType": "official", "confidence": "high", "sourceUrl": "https://docs.z.ai/devpack/overview", "sourceQuote": "Weekly limit, up to: GLM-5.3 1358M Tokens, GLM-5.3-Flash 8176M Tokens (14× Lite usage)", "basisModel": "GLM-5.3", "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null }, "models": [ { "modelKey": "GLM-5.3", "estimatedMillionTokens": 2927, "midpointEstimate": 4405, "optimisticEstimate": 5884, "confidence": "high", "basis": "official-table", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 2927000000, "normalized21kTurns": 139381, "agentTasks": { "small250k": 11708, "medium550k": 5321, "large900k": 3252 } } }, { "modelKey": "GLM-5.3-Flash", "estimatedMillionTokens": 8864, "midpointEstimate": 17731, "optimisticEstimate": 35402, "confidence": "high", "basis": "official-table", "isModelSpecific": true, "isEstimatedCeiling": false, "disclosedByVendor": true, "osintSource": null, "computedUsageLimits": { "monthlyTokens": 8864000000, "normalized21kTurns": 422095, "agentTasks": { "small250k": 35456, "medium550k": 16116, "large900k": 9848 } } } ] }, { "name": "Team Standard", "monthlyPrice": 80, "annualPrice": null, "limits": { "fiveHourCredits": "15,000 credits / seat", "weeklyCredits": "66,000 credits / seat", "minSeats": "2 seats minimum", "concurrency": "1-2 concurrent projects per seat", "dataPrivacy": "Excluded from model training by default", "overage": "On-demand overage billed at a 10% discount from model API list price", "billing": "Centralized billing, seat management & VAT invoicing" }, "defaultTokenBudget": { "estimatedMillionTokens": 1381, "midpointEstimate": 2072, "optimisticEstimate": 2763, "description": "66K weekly credits/seat; GLM-5.3 319-638M tokens/wk/seat (derived from official table)", "assumptions": "Team credits (66,000/week/seat, official) scaled from the official Pro row (60,000 credits = 290-580M GLM-5.3 tokens/week): 319-638M/wk/seat x 4.33 wk = 1,381-2,763M/mo; midpoint 2,072M. Team seat price $80/seat is not published on the team docs page", "sourceType": "derived", "confidence": "medium", "sourceUrl": "https://docs.z.ai/devpack/teamplan", "sourceQuote": "Standard Seat: 15,000 credits / 5h, 66,000 credits / week", "basisModel": "GLM-5.3", "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md" }, "models": [ { "modelKey": "GLM-5.3", "estimatedMillionTokens": 1381, "midpointEstimate": 2072, "optimisticEstimate": 2763, "confidence": "medium", "basis": "official-table", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 1381000000, "normalized21kTurns": 65762, "agentTasks": { "small250k": 5524, "medium550k": 2510, "large900k": 1534 } } }, { "modelKey": "GLM-5.3-Flash", "estimatedMillionTokens": 4178, "midpointEstimate": 6268, "optimisticEstimate": 8357, "confidence": "medium", "basis": "official-table", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "computedUsageLimits": { "monthlyTokens": 4178000000, "normalized21kTurns": 198952, "agentTasks": { "small250k": 16712, "medium550k": 7596, "large900k": 4642 } } } ] } ] } ], "entries": [ { "providerId": "aider", "providerName": "Aider", "category": "coding-ide", "tierName": "Free / BYOK", "monthlyPrice": 0, "annualPrice": null, "modelKey": "Claude Sonnet 5", "estimatedMillionTokens": 20, "midpointEstimate": 20, "optimisticEstimate": 20, "confidence": "low", "basis": "tier-baseline", "isModelSpecific": false, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "monthlyTokens": 20000000, "normalized21kTurns": 952, "agentTasks": { "small250k": 80, "medium550k": 36, "large900k": 22 }, "tierLimits": { "toolCost": "100% Free Open Source Software", "rateLimits": "Determined by your chosen API 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"providerId": "alibaba-cloud", "providerName": "Alibaba Cloud", "category": "api-provider", "tierName": "Team Standard", "monthlyPrice": 20, "annualPrice": null, "modelKey": "Kimi K2.5", "estimatedMillionTokens": 101.62, "midpointEstimate": 101.62, "optimisticEstimate": 101.62, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "monthlyTokens": 101620000, "normalized21kTurns": 4839, "agentTasks": { "small250k": 406, "medium550k": 184, "large900k": 112 }, "tierLimits": { "quota": "25,000 credits/seat/month (official; original price $30/seat)", "window": "Monthly batch granted at subscription start; no 7-day window; unused expires", "concurrency": "Shared workspace; each seat bound to one member and one API key", "extraPack": "$700 = 625,000 shared credits (soonest-expiring first)" }, "sourceUrl": "https://docs.modelstudio.console.alibabacloud.com/en/model-studio/token-plan-overview" }, { "providerId": "alibaba-cloud", "providerName": "Alibaba Cloud", "category": "api-provider", "tierName": "Team Standard", "monthlyPrice": 20, "annualPrice": null, "modelKey": "GLM-5", "estimatedMillionTokens": 63.07, "midpointEstimate": 63.07, "optimisticEstimate": 63.07, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "monthlyTokens": 63070000, "normalized21kTurns": 3003, "agentTasks": { "small250k": 252, "medium550k": 114, "large900k": 70 }, "tierLimits": { "quota": "25,000 credits/seat/month (official; original price $30/seat)", "window": "Monthly batch granted at subscription start; no 7-day window; unused expires", "concurrency": "Shared workspace; each seat bound to one member and one API key", "extraPack": "$700 = 625,000 shared credits (soonest-expiring first)" }, "sourceUrl": "https://docs.modelstudio.console.alibabacloud.com/en/model-studio/token-plan-overview" }, { "providerId": "alibaba-cloud", "providerName": "Alibaba Cloud", "category": "api-provider", "tierName": "Team Pro", "monthlyPrice": 75, "annualPrice": null, "modelKey": "Qwen 3.7 Plus", "estimatedMillionTokens": 218.81, "midpointEstimate": 218.81, "optimisticEstimate": 218.81, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "monthlyTokens": 218810000, "normalized21kTurns": 10420, "agentTasks": { "small250k": 875, "medium550k": 397, "large900k": 243 }, "tierLimits": { "quota": "100,000 credits/seat/month (official; original price $100/seat)", "window": "Monthly batch; unused expires", "concurrency": "Shared workspace; one API key per seat", "extraPack": "$700 = 625,000 shared credits" }, "sourceUrl": "https://docs.modelstudio.console.alibabacloud.com/en/model-studio/token-plan-overview" }, { "providerId": "alibaba-cloud", "providerName": "Alibaba Cloud", "category": "api-provider", "tierName": "Team Pro", "monthlyPrice": 75, "annualPrice": null, "modelKey": "Qwen 3.6 Plus", "estimatedMillionTokens": 419, "midpointEstimate": 419, "optimisticEstimate": 419, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "monthlyTokens": 419000000, "normalized21kTurns": 19952, "agentTasks": { "small250k": 1676, "medium550k": 761, "large900k": 465 }, "tierLimits": { "quota": "100,000 credits/seat/month (official; original price $100/seat)", "window": "Monthly batch; unused expires", "concurrency": "Shared workspace; one API key per seat", "extraPack": "$700 = 625,000 shared credits" }, "sourceUrl": "https://docs.modelstudio.console.alibabacloud.com/en/model-studio/token-plan-overview" }, { "providerId": "alibaba-cloud", "providerName": "Alibaba Cloud", "category": "api-provider", "tierName": "Team Pro", "monthlyPrice": 75, "annualPrice": null, "modelKey": "Kimi K2.5", "estimatedMillionTokens": 405.52, "midpointEstimate": 405.52, "optimisticEstimate": 405.52, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "monthlyTokens": 405520000, "normalized21kTurns": 19310, "agentTasks": { "small250k": 1622, "medium550k": 737, "large900k": 450 }, "tierLimits": { "quota": "100,000 credits/seat/month (official; original price $100/seat)", "window": "Monthly batch; unused expires", "concurrency": "Shared workspace; one API key per seat", "extraPack": "$700 = 625,000 shared credits" }, "sourceUrl": "https://docs.modelstudio.console.alibabacloud.com/en/model-studio/token-plan-overview" }, { "providerId": "alibaba-cloud", "providerName": "Alibaba Cloud", "category": "api-provider", "tierName": "Team Pro", "monthlyPrice": 75, "annualPrice": null, "modelKey": "GLM-5", "estimatedMillionTokens": 251.67, "midpointEstimate": 251.67, "optimisticEstimate": 251.67, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "monthlyTokens": 251670000, "normalized21kTurns": 11984, "agentTasks": { "small250k": 1006, "medium550k": 457, "large900k": 279 }, "tierLimits": { "quota": "100,000 credits/seat/month (official; original price $100/seat)", "window": "Monthly batch; unused expires", "concurrency": "Shared workspace; one API key per seat", "extraPack": "$700 = 625,000 shared credits" }, "sourceUrl": "https://docs.modelstudio.console.alibabacloud.com/en/model-studio/token-plan-overview" }, { "providerId": "alibaba-cloud", "providerName": "Alibaba Cloud", "category": "api-provider", "tierName": "Team Max", "monthlyPrice": 200, "annualPrice": null, "modelKey": "Qwen 3.7 Plus", "estimatedMillionTokens": 547.29, "midpointEstimate": 547.29, "optimisticEstimate": 547.29, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "monthlyTokens": 547290000, "normalized21kTurns": 26061, "agentTasks": { "small250k": 2189, "medium550k": 995, "large900k": 608 }, "tierLimits": { "quota": "250,000 credits/seat/month (official)", "window": "Monthly batch; unused expires", "concurrency": "Shared workspace; one API key per seat", "extraPack": "$700 = 625,000 shared credits" }, "sourceUrl": "https://docs.modelstudio.console.alibabacloud.com/en/model-studio/token-plan-overview" }, { "providerId": "alibaba-cloud", "providerName": "Alibaba Cloud", "category": "api-provider", "tierName": "Team Max", "monthlyPrice": 200, "annualPrice": null, "modelKey": "Qwen 3.6 Plus", "estimatedMillionTokens": 1048, "midpointEstimate": 1048, "optimisticEstimate": 1048, "confidence": "medium", "basis": "list-price-credit", "isModelSpecific": true, "isEstimatedCeiling": true, "disclosedByVendor": false, "osintSource": "docs/OSINT_USAGE_STATISTICS.md", "monthlyTokens": 1048000000, "normalized21kTurns": 49905, "agentTasks": { "small250k": 4192, "medium550k": 1905, "large900k": 1164 }, "tierLimits": { "quota": "250,000 credits/seat/month (official)", "window": "Monthly batch; unused expires", "concurrency": "Shared workspace; one API key per seat", "extraPack": "$700 = 625,000 shared credits" }, "sourceUrl": "https://docs.modelstudio.console.alibabacloud.com/en/model-studio/token-plan-overview" 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