Models

What builders use, how models score, and what they cost. Usage comes from public Tokscale submissions. Scores come from Epoch AI, LMArena and Terminal-Bench, each with its own unit, date and run conditions. Prices are list prices from models.dev.

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Nov 7–13, 2026 (UTC)598 accounts100% of tokens from an identified modelData through Nov 13, 2026, 01:19 UTCHow we count

68 models: the 64 with 5+ active users in this period, and 4 more from the top 20 by Epoch Capabilities Index.All models · About the benchmarks

Models by Active users, 7 days
Model		Top agent
Claude Opus 5.51. Anthropic	431Down 98 from 529 active users in the previous 7 days.	Claude Code77%	168.5 Epoch Capabilities Index: 168.5 Model Claude Opus 5.5 Listed as Claude Opus 5.5 Conditions Not reported Interval 165.6–171.8 Unit ECI Model released Sep 22, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	65.8%Max · Claude Code Terminal-Bench 4.1: 65.8% Model Claude Opus 5.5 Listed as Opus 5.5 Conditions Max · Claude Code Interval 62.6–68.9% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,807Max WebDev Arena: 1,807 Model Claude Opus 5.5 Listed as Claude Opus 5.5 (Max) Conditions Max Interval 1793–1821 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.42 Estimate at list prices Estimate $0.42 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Anthropic: input $4, output $20, cache read $0.20, cache write $5 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
GPT-6.1 Sol2. OpenAI	348Down 92 from 440 active users in the previous 7 days.	Codex CLI80%	168.5 Epoch Capabilities Index: 168.5 Model GPT-6.1 Sol Listed as GPT-6.1 Sol Conditions Not reported Interval 165.5–171.8 Unit ECI Model released Sep 29, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	60.9%Max · Codex Terminal-Bench 4.1: 60.9% Model GPT-6.1 Sol Listed as GPT-6.1 Sol Conditions Max · Codex Interval 57.9–63.9% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,753Max WebDev Arena: 1,753 Model GPT-6.1 Sol Listed as GPT-6.1 Sol (Max) Conditions Max Interval 1740–1766 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.21 Estimate at list prices Estimate $0.21 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price OpenAI: input $2, output $10, cache read $0.10, cache write $2.50 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
Claude Sonnet 5.53. Anthropic	277Down 70 from 347 active users in the previous 7 days.	Claude Code58%	166.6 Epoch Capabilities Index: 166.6 Model Claude Sonnet 5.5 Listed as Claude Sonnet 5.5 Conditions Not reported Interval 163.8–169.6 Unit ECI Model released Sep 28, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	63.9%Max · Claude Code Terminal-Bench 4.1: 63.9% Model Claude Sonnet 5.5 Listed as Sonnet 5.5 Conditions Max · Claude Code Interval 60.9–66.9% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,768XHigh WebDev Arena: 1,768 Model Claude Sonnet 5.5 Listed as Claude Sonnet 5.5 (xHigh) Conditions XHigh Interval 1756–1781 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Best of 2 reported results for this model. Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.21 Estimate at list prices Estimate $0.21 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Anthropic: input $2, output $10, cache read $0.10, cache write $2.50 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
GPT-6 Astra4. OpenAI	269Down 72 from 341 active users in the previous 7 days.	Codex CLI83%	169.0 Epoch Capabilities Index: 169.0 Model GPT-6 Astra Listed as GPT-6 Astra Conditions Not reported Interval 166.1–172.3 Unit ECI Model released Sep 3, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	60.3%Max · Codex Terminal-Bench 4.1: 60.3% Model GPT-6 Astra Listed as GPT-6 Astra Conditions Max · Codex Interval 57.5–63.1% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Best of 5 reported results for this model. Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,774Max WebDev Arena: 1,774 Model GPT-6 Astra Listed as GPT-6 Astra (Max) Conditions Max Interval 1764–1784 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$1.53 Estimate at list prices Estimate $1.53 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price OpenAI: input $10, output $50, cache read $1, cache write $12.50 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
Claude Haiku 5.55. Anthropic	243Down 48 from 291 active users in the previous 7 days.	Claude Code88%	160.4 Epoch Capabilities Index: 160.4 Model Claude Haiku 5.5 Listed as Claude Haiku 5.5 Conditions Not reported Interval 158.3–162.9 Unit ECI Model released Oct 7, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	Not evaluated on Terminal-Bench 4.1	1,586High WebDev Arena: 1,586 Model Claude Haiku 5.5 Listed as Claude Haiku 5.5 (High) Conditions High Interval 1575–1597 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.02 Estimate at list prices Estimate $0.02 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Anthropic: input $0.10, output $0.50, cache read $0.01, cache write $0.13 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
Claude Fable 5.26. Anthropic	238Up 237 from 1 active users in the previous 7 days.	Claude Code71%	173.4 Epoch Capabilities Index: 173.4 Model Claude Fable 5.2 Listed as Claude Fable 5.2 Conditions Not reported Interval 169.9–177.5 Unit ECI Model released Nov 9, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	$0.65 Estimate at list prices Estimate $0.65 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Anthropic: input $8, output $40, cache read $0.20, cache write $10 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
GPT-6 Luna7. OpenAI	146Down 73 from 219 active users in the previous 7 days.	Codex CLI83%	156.4 Epoch Capabilities Index: 156.4 Model GPT-6 Luna Listed as GPT-6 Luna Conditions Not reported Interval 154.4–158.5 Unit ECI Model released Sep 22, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	15.2%Max · Codex Terminal-Bench 4.1: 15.2% Model GPT-6 Luna Listed as GPT-6 Luna Conditions Max · Codex Interval 12.5–17.8% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,578Max WebDev Arena: 1,578 Model GPT-6 Luna Listed as GPT-6 Luna (Max) Conditions Max Interval 1572–1584 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.02 Estimate at list prices Estimate $0.02 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price OpenAI: input $0.10, output $0.50, cache read $0.01, cache write $0.13 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
Claude Fable 5.18. Anthropic	145Down 58 from 203 active users in the previous 7 days.	Senpi (OmO Native)47%	167.0 Epoch Capabilities Index: 167.0 Model Claude Fable 5.1 Listed as Claude Fable 5.1 Conditions Not reported Interval 164.2–170.1 Unit ECI Model released Sep 1, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	57.6%XHigh · Claude Code Terminal-Bench 4.1: 57.6% Model Claude Fable 5.1 Listed as Fable 5.1 Conditions XHigh · Claude Code Interval 54.3–60.9% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Best of 5 reported results for this model. Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,743Max WebDev Arena: 1,743 Model Claude Fable 5.1 Listed as Claude Fable 5.1 (Max) Conditions Max Interval 1734–1752 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.81 Estimate at list prices Estimate $0.81 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Anthropic: input $10, output $50, cache read $0.25, cache write $12.50 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
GPT-6.1 Terra9. OpenAI	134Down 56 from 190 active users in the previous 7 days.	Codex CLI74%	167.7 Epoch Capabilities Index: 167.7 Model GPT-6.1 Terra Listed as GPT-6.1 Terra Conditions Not reported Interval 164.7–171.0 Unit ECI Model released Oct 26, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	$0.11 Estimate at list prices Estimate $0.11 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price OpenAI: input $1, output $5, cache read $0.05, cache write $1.25 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
Codex Auto Review10. OpenAI	111Down 40 from 151 active users in the previous 7 days.	Codex CLI100%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
DeepSeek V4.1 Flash11. DeepSeek	88Down 29 from 117 active users in the previous 7 days.	OpenCode34%	156.7 Epoch Capabilities Index: 156.7 Model DeepSeek V4.1 Flash Listed as DeepSeek V4.1 Flash Conditions Not reported Interval 154.8–158.8 Unit ECI Model released Sep 9, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	Not evaluated on Terminal-Bench 4.1	1,664Max WebDev Arena: 1,664 Model DeepSeek V4.1 Flash Listed as DeepSeek-V4.1-Flash-20261017 (Max) Conditions Max Interval 1650–1679 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Best of 2 reported results for this model. Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.02 Estimate at list prices Estimate $0.02 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Azure: input $0.30, output $1.20, cache read $0.006, cache write — per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid. No cache-write price is listed, so cache writes are priced as input.
GPT-5.6 Sol12. OpenAI	58Down 25 from 83 active users in the previous 7 days.	Codex CLI73%	163.0 Epoch Capabilities Index: 163.0 Model GPT-5.6 Sol Listed as GPT-5.6 Sol Conditions Not reported Interval 160.7–165.5 Unit ECI Model released Jul 9, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	38.5%Max · Codex Terminal-Bench 4.1: 38.5% Model GPT-5.6 Sol Listed as GPT-5.6 Sol Conditions Max · Codex Interval 34.6–42.3% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,616XHigh · Codex WebDev Arena: 1,616 Model GPT-5.6 Sol Listed as GPT-5.6 Sol (xHigh, Codex Harness) Conditions XHigh · Codex Interval 1610–1622 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.61 Estimate at list prices Estimate $0.61 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price OpenAI: input $4, output $20, cache read $0.40, cache write $5 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
GLM-5.3 Flash13. Z.ai	50Down 15 from 65 active users in the previous 7 days.	Hermes Agent46%	153.8 Epoch Capabilities Index: 153.8 Model GLM-5.3 Flash Listed as GLM-5.3-Flash Conditions Not reported Interval 152.0–155.8 Unit ECI Model released Aug 20, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	35.4%No reasoning · Claude Code Terminal-Bench 4.1: 35.4% Model GLM-5.3 Flash Listed as GLM-5.3-Flash Conditions No reasoning · Claude Code Interval 31.9–39.0% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,607 WebDev Arena: 1,607 Model GLM-5.3 Flash Listed as GLM-5.3-Flash Conditions Not reported Interval 1600–1613 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.03 Estimate at list prices Estimate $0.03 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Z.AI: input $0.15, output $0.50, cache read $0.03, cache write $0 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
GPT-6 Sol14. OpenAI	48Down 30 from 78 active users in the previous 7 days.	Codex CLI98%	163.8 Epoch Capabilities Index: 163.8 Model GPT-6 Sol Listed as GPT-6 Sol Conditions Not reported Interval 161.3–166.4 Unit ECI Model released Sep 22, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	50.3%Max · Codex Terminal-Bench 4.1: 50.3% Model GPT-6 Sol Listed as GPT-6 Sol Conditions Max · Codex Interval 47.1–53.5% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,683Max WebDev Arena: 1,683 Model GPT-6 Sol Listed as GPT-6 Sol (Max) Conditions Max Interval 1673–1693 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.31 Estimate at list prices Estimate $0.31 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price OpenAI: input $2, output $10, cache read $0.20, cache write $2.50 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
Claude Opus 515. Anthropic	47Down 23 from 70 active users in the previous 7 days.	Claude Code92%	164.7 Epoch Capabilities Index: 164.7 Model Claude Opus 5 Listed as Claude Opus 5 Conditions Not reported Interval 162.1–167.5 Unit ECI Model released Jul 24, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	53.3%XHigh · Claude Code Terminal-Bench 4.1: 53.3% Model Claude Opus 5 Listed as Opus 5 Conditions XHigh · Claude Code Interval 50.2–56.4% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Best of 5 reported results for this model. Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,689Max WebDev Arena: 1,689 Model Claude Opus 5 Listed as Claude Opus 5 (Max) Conditions Max Interval 1683–1695 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Best of 2 reported results for this model. Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.77 Estimate at list prices Estimate $0.77 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Anthropic: input $5, output $25, cache read $0.50, cache write $6.25 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
GLM-5.316. Z.ai	45Down 13 from 58 active users in the previous 7 days.	Senpi (OmO Native)37%	157.1 Epoch Capabilities Index: 157.1 Model GLM-5.3 Listed as GLM-5.3 Conditions Not reported Interval 154.9–159.5 Unit ECI Model released Aug 14, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	41.2%Max · Claude Code Terminal-Bench 4.1: 41.2% Model GLM-5.3 Listed as GLM-5.3 Conditions Max · Claude Code Interval 37.9–44.5% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,621Max WebDev Arena: 1,621 Model GLM-5.3 Listed as GLM-5.3 (Max) Conditions Max Interval 1614–1629 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.30 Estimate at list prices Estimate $0.30 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Z.AI: input $1.40, output $4.40, cache read $0.26, cache write $0 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
Claude Opus 4.817. Anthropic	43Down 39 from 82 active users in the previous 7 days.	Claude Code99%	159.9 Epoch Capabilities Index: 159.9 Model Claude Opus 4.8 Listed as Claude Opus 4.8 Conditions Not reported Interval 157.9–162.2 Unit ECI Model released May 28, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	23.6%Max · Claude Code Terminal-Bench 4.1: 23.6% Model Claude Opus 4.8 Listed as Opus 4.8 Conditions Max · Claude Code Interval 20.1–27.2% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,556High WebDev Arena: 1,556 Model Claude Opus 4.8 Listed as Claude Opus 4.8 (High) Conditions High Interval 1550–1562 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Best of 2 reported results for this model. Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.77 Estimate at list prices Estimate $0.77 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Anthropic: input $5, output $25, cache read $0.50, cache write $6.25 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
Grok 4.718. xAI	40Down 12 from 52 active users in the previous 7 days.	Grok Build64%	156.2 Epoch Capabilities Index: 156.2 Model Grok 4.7 Listed as Grok 4.7 Conditions Not reported Interval 154.2–158.3 Unit ECI Model released Sep 21, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	38.8%XHigh · Grok Build Terminal-Bench 4.1: 38.8% Model Grok 4.7 Listed as Grok 4.7 Conditions XHigh · Grok Build Interval 35.2–42.4% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,637XHigh WebDev Arena: 1,637 Model Grok 4.7 Listed as Grok 4.7 (xHigh) Conditions XHigh Interval 1627–1647 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.57 Estimate at list prices Estimate $0.57 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price xAI: input $2, output $6, cache read $0.50, cache write — per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid. No cache-write price is listed, so cache writes are priced as input.
DeepSeek Flash19. DeepSeek	36Down 16 from 52 active users in the previous 7 days.	Claude Code80%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
GPT-5.6 Luna20. OpenAI	34Down 25 from 59 active users in the previous 7 days.	Codex CLI89%	156.7 Epoch Capabilities Index: 156.7 Model GPT-5.6 Luna Listed as GPT-5.6 Luna Conditions Not reported Interval 154.8–158.7 Unit ECI Model released Jul 9, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	17.6%Max · Codex Terminal-Bench 4.1: 17.6% Model GPT-5.6 Luna Listed as GPT-5.6 Luna Conditions Max · Codex Interval 14.7–20.5% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,518XHigh · Codex WebDev Arena: 1,518 Model GPT-5.6 Luna Listed as GPT-5.6 Luna (xHigh, Codex Harness) Conditions XHigh · Codex Interval 1512–1525 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.03 Estimate at list prices Estimate $0.03 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price OpenAI: input $0.20, output $1.20, cache read $0.02, cache write $0.25 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
GPT-5.6 Terra21. OpenAI	34Down 6 from 40 active users in the previous 7 days.	Codex CLI81%	160.7 Epoch Capabilities Index: 160.7 Model GPT-5.6 Terra Listed as GPT-5.6 Terra Conditions Not reported Interval 158.5–163.3 Unit ECI Model released Jul 9, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	21.5%Max · Codex Terminal-Bench 4.1: 21.5% Model GPT-5.6 Terra Listed as GPT-5.6 Terra Conditions Max · Codex Interval 18.3–24.8% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,522XHigh · Codex WebDev Arena: 1,522 Model GPT-5.6 Terra Listed as GPT-5.6 Terra (xHigh, Codex Harness) Conditions XHigh · Codex Interval 1515–1528 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.31 Estimate at list prices Estimate $0.31 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price OpenAI: input $2, output $12, cache read $0.20, cache write $2.50 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
Claude Sonnet 522. Anthropic	33Down 28 from 61 active users in the previous 7 days.	Claude Code99%	156.9 Epoch Capabilities Index: 156.9 Model Claude Sonnet 5 Listed as Claude Sonnet 5 Conditions Not reported Interval 154.8–159.2 Unit ECI Model released Jun 30, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	12.1%Max · Claude Code Terminal-Bench 4.1: 12.1% Model Claude Sonnet 5 Listed as Sonnet 5 Conditions Max · Claude Code Interval 9.1–15.1% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,540High WebDev Arena: 1,540 Model Claude Sonnet 5 Listed as Claude Sonnet 5 (High) Conditions High Interval 1534–1546 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.31 Estimate at list prices Estimate $0.31 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Anthropic: input $2, output $10, cache read $0.20, cache write $2.50 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
DeepSeek V4.1 Flash Free23. DeepSeek	31Down 12 from 43 active users in the previous 7 days.	Oh My Pi74%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
Gemini 3.8 Flash N24. Google	31Down 29 from 60 active users in the previous 7 days.	Antigravity CLI78%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
DeepSeek V4.1 Flash 101725. DeepSeek	29Down 5 from 34 active users in the previous 7 days.	Oh My Pi45%	159.4 Epoch Capabilities Index: 159.4 Model DeepSeek V4.1 Flash 1017 Listed as DeepSeek V4.1 Flash 1017 Conditions Not reported Interval 157.0–162.0 Unit ECI Model released Oct 17, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	$0.01 Estimate at list prices Estimate $0.01 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price DeepSeek: input $0.15, output $0.60, cache read $0.003, cache write — per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid. No cache-write price is listed, so cache writes are priced as input.
Claude Haiku 4.526. Anthropic	26Down 12 from 38 active users in the previous 7 days.	Claude Code99%	142.8 Epoch Capabilities Index: 142.8 Model Claude Haiku 4.5 Listed as Claude Haiku 4.5 Conditions Not reported Interval 141.1–144.5 Unit ECI Model released Oct 15, 2025 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	Not evaluated on Terminal-Bench 4.1	1,330 WebDev Arena: 1,330 Model Claude Haiku 4.5 Listed as Claude Haiku 4.5 (20251001) Conditions Not reported Interval 1325–1335 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.15 Estimate at list prices Estimate $0.15 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Anthropic: input $1, output $5, cache read $0.10, cache write $1.25 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
Gemini 4 Argon27. Google	25Down 12 from 37 active users in the previous 7 days.	Antigravity CLI45%	166.5 Epoch Capabilities Index: 166.5 Model Gemini 4 Argon Listed as Gemini 4 Argon Conditions Not reported Interval 163.8–169.5 Unit ECI Model released Sep 30, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	Not evaluated on Terminal-Bench 4.1	1,678High WebDev Arena: 1,678 Model Gemini 4 Argon Listed as Gemini 4 Argon (High) Conditions High Interval 1663–1694 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.20 Estimate at list prices Estimate $0.20 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Google: input $2, output $10, cache read $0.10, cache write — per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid. No cache-write price is listed, so cache writes are priced as input.
Gemini 4 Argon Trial28. Google	20Down 15 from 35 active users in the previous 7 days.	Antigravity CLI61%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
Kimi K3.1 Pro29. Moonshot AI	17Down 3 from 20 active users in the previous 7 days.	Pi76%	161.4 Epoch Capabilities Index: 161.4 Model Kimi K3.1 Pro Listed as Kimi K3.1 Pro Conditions Not reported Interval 159.0–164.0 Unit ECI Model released Oct 23, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	$0.30 Estimate at list prices Estimate $0.30 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Moonshot AI: input $2, output $10, cache read $0.20, cache write $2 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
K3.1 Pro30. Lab unknown	15Down 7 from 22 active users in the previous 7 days.	Senpi (OmO Native)47%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
Muse Spark 1.3 Contributor31. Meta	13Down 8 from 21 active users in the previous 7 days.	OpenCode42%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
Summaries32. Lab unknown	12Up 1 from 11 active users in the previous 7 days.	Pi100%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
Gemini 3.8 Flash33. Google	12Down 19 from 31 active users in the previous 7 days.	ZCode40%	158.8 Epoch Capabilities Index: 158.8 Model Gemini 3.8 Flash Listed as Gemini 3.8 Flash Conditions Not reported Interval 156.8–160.9 Unit ECI Model released Sep 2, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	18.2%High · mini-SWE-agent Terminal-Bench 4.1: 18.2% Model Gemini 3.8 Flash Listed as Gemini 3.8 Flash Conditions High · mini-SWE-agent Interval 14.8–21.5% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,585High WebDev Arena: 1,585 Model Gemini 3.8 Flash Listed as Gemini 3.8 Flash (High) Conditions High Interval 1577–1592 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.11 Estimate at list prices Estimate $0.11 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Google: input $0.75, output $3.75, cache read $0.07, cache write — per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid. No cache-write price is listed, so cache writes are priced as input.
GLM-5.3 Flash Free34. Z.ai	12Down 9 from 21 active users in the previous 7 days.	OpenCode85%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
MiniMax M3.1 Flash35. MiniMax	11Down 3 from 14 active users in the previous 7 days.	Claude Code40%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	1,587 WebDev Arena: 1,587 Model MiniMax M3.1 Flash Listed as MiniMax-M3.1-Flash Conditions Not reported Interval 1573–1602 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.02 Estimate at list prices Estimate $0.02 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price MiniMax (minimax.io): input $0.15, output $0.60, cache read $0.01, cache write — per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid. No cache-write price is listed, so cache writes are priced as input.
Claude Fable 536. Anthropic	10Down 4 from 14 active users in the previous 7 days.	Claude Code55%	164.1 Epoch Capabilities Index: 164.1 Model Claude Fable 5 Listed as Claude Fable 5 Conditions Not reported Interval 161.7–166.8 Unit ECI Model released Jun 9, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	44.9%Max · Claude Code Terminal-Bench 4.1: 44.9% Model Claude Fable 5 Listed as Fable 5 Conditions Max · Claude Code Interval 41.0–48.7% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,624High WebDev Arena: 1,624 Model Claude Fable 5 Listed as Claude Fable 5 (High) Conditions High Interval 1618–1630 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$1.53 Estimate at list prices Estimate $1.53 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Anthropic: input $10, output $50, cache read $1, cache write $12.50 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
Gemini 4 Carbon37. Google	10NewNew: no active users in the previous 7 days, 10 now.	Oh My Pi72%	169.8 Epoch Capabilities Index: 169.8 Model Gemini 4 Carbon Listed as Gemini 4 Carbon Conditions Not reported Interval 166.5–173.5 Unit ECI Model released Oct 28, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	$0.20 Estimate at list prices Estimate $0.20 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Google: input $2, output $10, cache read $0.10, cache write — per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid. No cache-write price is listed, so cache writes are priced as input.
Beam Free38. Lab unknown	10Down 6 from 16 active users in the previous 7 days.	OpenCode86%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
Claude Opus 4.639. Anthropic	9Down 10 from 19 active users in the previous 7 days.	Claude Code97%	156.3 Epoch Capabilities Index: 156.3 Model Claude Opus 4.6 Listed as Claude Opus 4.6 Conditions Not reported Interval 154.6–158.3 Unit ECI Model released Feb 5, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	Not evaluated on Terminal-Bench 4.1	1,547High WebDev Arena: 1,547 Model Claude Opus 4.6 Listed as Claude Opus 4.6 (High) Conditions High Interval 1541–1552 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Best of 2 reported results for this model. Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.77 Estimate at list prices Estimate $0.77 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Anthropic: input $5, output $25, cache read $0.50, cache write $6.25 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
Muse Spark 1.340. Meta	9Down 1 from 10 active users in the previous 7 days.	Muse Code94%	158.2 Epoch Capabilities Index: 158.2 Model Muse Spark 1.3 Listed as Muse Spark 1.3 Conditions Not reported Interval 156.0–160.6 Unit ECI Model released Sep 2, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	14.8%XHigh · Muse Code Terminal-Bench 4.1: 14.8% Model Muse Spark 1.3 Listed as Muse Spark 1.3 Conditions XHigh · Muse Code Interval 11.8–17.8% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,659Max WebDev Arena: 1,659 Model Muse Spark 1.3 Listed as Muse Spark 1.3 (Max) Conditions Max Interval 1651–1667 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Best of 2 reported results for this model. Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.20 Estimate at list prices Estimate $0.20 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Meta: input $1.25, output $4.25, cache read $0.15, cache write — per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid. No cache-write price is listed, so cache writes are priced as input.
Claude Sonnet 4.641. Anthropic	9Down 7 from 16 active users in the previous 7 days.	Oh My Pi63%	152.9 Epoch Capabilities Index: 152.9 Model Claude Sonnet 4.6 Listed as Claude Sonnet 4.6 Conditions Not reported Interval 151.2–154.7 Unit ECI Model released Feb 17, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	Not evaluated on Terminal-Bench 4.1	1,523 WebDev Arena: 1,523 Model Claude Sonnet 4.6 Listed as Claude Sonnet 4.6 Conditions Not reported Interval 1518–1528 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.46 Estimate at list prices Estimate $0.46 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Anthropic: input $3, output $15, cache read $0.30, cache write $3.75 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
Hy4 Free42. Lab unknown	9Down 1 from 10 active users in the previous 7 days.	WorkBuddy100%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
DeepSeek V4 Pro43. DeepSeek	9Down 6 from 15 active users in the previous 7 days.	Hermes Agent76%	150.2 Epoch Capabilities Index: 150.2 Model DeepSeek V4 Pro Listed as DeepSeek-V4-Pro Conditions Not reported Interval 148.4–152.0 Unit ECI Model released Apr 24, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	Not evaluated on Terminal-Bench 4.1	1,582High WebDev Arena: 1,582 Model DeepSeek V4 Pro Listed as DeepSeek-V4-Pro (High, 20260813) Conditions High Interval 1573–1592 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Best of 2 reported results for this model. Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$1.75 Estimate at list prices Estimate $1.75 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Azure: input $1.74, output $3.48, cache read —, cache write — per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid. No cache-read price is listed, so cache reads are priced as input. No cache-write price is listed, so cache writes are priced as input.
Claude Mythos 5.244. Anthropic	8NewNew: no active users in the previous 7 days, 8 now.	Claude Code89%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
DeepSeek V4 Flash45. DeepSeek	8Down 8 from 16 active users in the previous 7 days.	Pi83%	146.8 Epoch Capabilities Index: 146.8 Model DeepSeek V4 Flash Listed as DeepSeek-V4-Flash Conditions Not reported Interval 143.6–150.1 Unit ECI Model released Apr 24, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	Not evaluated on Terminal-Bench 4.1	1,582High WebDev Arena: 1,582 Model DeepSeek V4 Flash Listed as DeepSeek-V4-Flash (High) Conditions High Interval 1573–1591 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.19 Estimate at list prices Estimate $0.19 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Azure: input $0.19, output $0.51, cache read —, cache write — per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid. No cache-read price is listed, so cache reads are priced as input. No cache-write price is listed, so cache writes are priced as input.
Grok 4.646. xAI	8Down 8 from 16 active users in the previous 7 days.	Hermes Agent32%	157.8 Epoch Capabilities Index: 157.8 Model Grok 4.6 Listed as Grok 4.6 Conditions Not reported Interval 155.8–159.9 Unit ECI Model released Aug 12, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	19.7%High · Grok Build Terminal-Bench 4.1: 19.7% Model Grok 4.6 Listed as Grok 4.6 Conditions High · Grok Build Interval 16.6–22.8% Unit % resolved Published Nov 3, 2026 Retrieved Nov 12, 2026 Source · Terminal-Bench 4.1 official leaderboard, tbench.ai	1,617High WebDev Arena: 1,617 Model Grok 4.6 Listed as Grok 4.6 (High) Conditions High Interval 1609–1624 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.57 Estimate at list prices Estimate $0.57 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price xAI: input $2, output $6, cache read $0.50, cache write — per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid. No cache-write price is listed, so cache writes are priced as input.
Big Pickle47. Lab unknown	8Down 6 from 14 active users in the previous 7 days.	OpenCode100%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
Compactor48. Lab unknown	8No change from 8 active users in the previous 7 days.	Devin CLI100%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
Grok 4.7 Build Fast49. xAI	7Down 1 from 8 active users in the previous 7 days.	Grok Build100%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
Gemini 4 Argon High50. Google	7No change from 7 active users in the previous 7 days.	Cursor75%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
Kimi K351. Moonshot AI	7Down 10 from 17 active users in the previous 7 days.	Claude Code63%	158.6 Epoch Capabilities Index: 158.6 Model Kimi K3 Listed as Kimi K3 Conditions Not reported Interval 156.6–160.8 Unit ECI Model released Jul 16, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	Not evaluated on Terminal-Bench 4.1	1,655Max WebDev Arena: 1,655 Model Kimi K3 Listed as Kimi K3 (Max) Conditions Max Interval 1649–1661 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.45 Estimate at list prices Estimate $0.45 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Moonshot AI: input $3, output $15, cache read $0.30, cache write $3 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
Gemini 3.8 Flash Tiered52. Google	6Down 4 from 10 active users in the previous 7 days.	Antigravity73%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
DeepSeek V4.1 Flash Uncensored53. DeepSeek	6Up 3 from 3 active users in the previous 7 days.	Hermes Agent49%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
Nemotron 3.5 Super VL Free54. NVIDIA	6Down 1 from 7 active users in the previous 7 days.	OpenCode79%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
Nemotron 3 Ultra 550B A55B Free55. NVIDIA	6Up 3 from 3 active users in the previous 7 days.	Oh My Pi77%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
Hy356. Lab unknown	6No change from 6 active users in the previous 7 days.	WorkBuddy99%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	1,507 WebDev Arena: 1,507 Model Hy3 Listed as Hy3 Conditions Not reported Interval 1499–1515 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.04 Estimate at list prices Estimate $0.04 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price OpenRouter: input $0.13, output $0.53, cache read $0.03, cache write — per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid. No cache-write price is listed, so cache writes are priced as input.
DeepSeek V4.1 Flash Ultrafast57. DeepSeek	5Down 1 from 6 active users in the previous 7 days.	Senpi (OmO Native)100%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev
Qwen3.8 Flash58. Alibaba	5No change from 5 active users in the previous 7 days.	Hermes Agent97%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	$0.02 Estimate at list prices Estimate $0.02 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price Alibaba: input $0.15, output $0.47, cache read $0.02, cache write $0.20 per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
MiniMax M359. MiniMax	5Down 3 from 8 active users in the previous 7 days.	MiniMax Code70%	147.7 Epoch Capabilities Index: 147.7 Model MiniMax M3 Listed as MiniMax-M3 Conditions Not reported Interval 145.6–150.0 Unit ECI Model released Jun 1, 2026 Retrieved Nov 12, 2026 Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)	Not evaluated on Terminal-Bench 4.1	1,482 WebDev Arena: 1,482 Model MiniMax M3 Listed as MiniMax-M3 Conditions Not reported Interval 1477–1488 Unit Arena score Published Oct 19, 2026 Retrieved Oct 21, 2026 Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0	$0.07 Estimate at list prices Estimate $0.07 per 1M tokens Mix the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1% List price MiniMax (minimax.io): input $0.30, output $1.20, cache read $0.06, cache write — per 1M The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid. No cache-write price is listed, so cache writes are priced as input.
Swe 2 Max60. Lab unknown	5Down 2 from 7 active users in the previous 7 days.	Pi56%	Not evaluated on Epoch Capabilities Index	Not evaluated on Terminal-Bench 4.1	Not evaluated on WebDev Arena	No list price on models.dev

1
Claude Opus 5.5Anthropic
Active users
431Down 98 from 529 active users in the previous 7 days.
Top agent
Claude Code77%
ECI
168.5
Epoch Capabilities Index: 168.5
Model
Claude Opus 5.5
Listed as
Claude Opus 5.5
Conditions
Not reported
Interval
165.6–171.8
Unit
ECI
Model released
Sep 22, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
65.8%Max · Claude Code
Terminal-Bench 4.1: 65.8%
Model
Claude Opus 5.5
Listed as
Opus 5.5
Conditions
Max · Claude Code
Interval
62.6–68.9%
Unit
% resolved
Published
Nov 3, 2026
Retrieved
Nov 12, 2026
Source · Terminal-Bench 4.1 official leaderboard, tbench.ai
WebDev Arena
1,807Max
WebDev Arena: 1,807
Model
Claude Opus 5.5
Listed as
Claude Opus 5.5 (Max)
Conditions
Max
Interval
1793–1821
Unit
Arena score
Published
Oct 19, 2026
Retrieved
Oct 21, 2026
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
$/1M at agent mix
$0.42
Estimate at list prices
Estimate
$0.42 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
Anthropic: input $4, output $20, cache read $0.20, cache write $5 per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
2
GPT-6.1 SolOpenAI
Active users
348Down 92 from 440 active users in the previous 7 days.
Top agent
Codex CLI80%
ECI
168.5
Epoch Capabilities Index: 168.5
Model
GPT-6.1 Sol
Listed as
GPT-6.1 Sol
Conditions
Not reported
Interval
165.5–171.8
Unit
ECI
Model released
Sep 29, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
60.9%Max · Codex
Terminal-Bench 4.1: 60.9%
Model
GPT-6.1 Sol
Listed as
GPT-6.1 Sol
Conditions
Max · Codex
Interval
57.9–63.9%
Unit
% resolved
Published
Nov 3, 2026
Retrieved
Nov 12, 2026
Source · Terminal-Bench 4.1 official leaderboard, tbench.ai
WebDev Arena
1,753Max
WebDev Arena: 1,753
Model
GPT-6.1 Sol
Listed as
GPT-6.1 Sol (Max)
Conditions
Max
Interval
1740–1766
Unit
Arena score
Published
Oct 19, 2026
Retrieved
Oct 21, 2026
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
$/1M at agent mix
$0.21
Estimate at list prices
Estimate
$0.21 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
OpenAI: input $2, output $10, cache read $0.10, cache write $2.50 per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
3
Claude Sonnet 5.5Anthropic
Active users
277Down 70 from 347 active users in the previous 7 days.
Top agent
Claude Code58%
ECI
166.6
Epoch Capabilities Index: 166.6
Model
Claude Sonnet 5.5
Listed as
Claude Sonnet 5.5
Conditions
Not reported
Interval
163.8–169.6
Unit
ECI
Model released
Sep 28, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
63.9%Max · Claude Code
Terminal-Bench 4.1: 63.9%
Model
Claude Sonnet 5.5
Listed as
Sonnet 5.5
Conditions
Max · Claude Code
Interval
60.9–66.9%
Unit
% resolved
Published
Nov 3, 2026
Retrieved
Nov 12, 2026
Source · Terminal-Bench 4.1 official leaderboard, tbench.ai
WebDev Arena
1,768XHigh
WebDev Arena: 1,768
Model
Claude Sonnet 5.5
Listed as
Claude Sonnet 5.5 (xHigh)
Conditions
XHigh
Interval
1756–1781
Unit
Arena score
Published
Oct 19, 2026
Retrieved
Oct 21, 2026
Best of 2 reported results for this model.
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
$/1M at agent mix
$0.21
Estimate at list prices
Estimate
$0.21 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
Anthropic: input $2, output $10, cache read $0.10, cache write $2.50 per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
4
GPT-6 AstraOpenAI
Active users
269Down 72 from 341 active users in the previous 7 days.
Top agent
Codex CLI83%
ECI
169.0
Epoch Capabilities Index: 169.0
Model
GPT-6 Astra
Listed as
GPT-6 Astra
Conditions
Not reported
Interval
166.1–172.3
Unit
ECI
Model released
Sep 3, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
60.3%Max · Codex
Terminal-Bench 4.1: 60.3%
Model
GPT-6 Astra
Listed as
GPT-6 Astra
Conditions
Max · Codex
Interval
57.5–63.1%
Unit
% resolved
Published
Nov 3, 2026
Retrieved
Nov 12, 2026
Best of 5 reported results for this model.
Source · Terminal-Bench 4.1 official leaderboard, tbench.ai
WebDev Arena
1,774Max
WebDev Arena: 1,774
Model
GPT-6 Astra
Listed as
GPT-6 Astra (Max)
Conditions
Max
Interval
1764–1784
Unit
Arena score
Published
Oct 19, 2026
Retrieved
Oct 21, 2026
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
$/1M at agent mix
$1.53
Estimate at list prices
Estimate
$1.53 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
OpenAI: input $10, output $50, cache read $1, cache write $12.50 per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
5
Claude Haiku 5.5Anthropic
Active users
243Down 48 from 291 active users in the previous 7 days.
Top agent
Claude Code88%
ECI
160.4
Epoch Capabilities Index: 160.4
Model
Claude Haiku 5.5
Listed as
Claude Haiku 5.5
Conditions
Not reported
Interval
158.3–162.9
Unit
ECI
Model released
Oct 7, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
Not evaluated on Terminal-Bench 4.1
WebDev Arena
1,586High
WebDev Arena: 1,586
Model
Claude Haiku 5.5
Listed as
Claude Haiku 5.5 (High)
Conditions
High
Interval
1575–1597
Unit
Arena score
Published
Oct 19, 2026
Retrieved
Oct 21, 2026
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
$/1M at agent mix
$0.02
Estimate at list prices
Estimate
$0.02 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
Anthropic: input $0.10, output $0.50, cache read $0.01, cache write $0.13 per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
6
Claude Fable 5.2Anthropic
Active users
238Up 237 from 1 active users in the previous 7 days.
Top agent
Claude Code71%
ECI
173.4
Epoch Capabilities Index: 173.4
Model
Claude Fable 5.2
Listed as
Claude Fable 5.2
Conditions
Not reported
Interval
169.9–177.5
Unit
ECI
Model released
Nov 9, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
Not evaluated on Terminal-Bench 4.1
WebDev Arena
Not evaluated on WebDev Arena
$/1M at agent mix
$0.65
Estimate at list prices
Estimate
$0.65 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
Anthropic: input $8, output $40, cache read $0.20, cache write $10 per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
7
GPT-6 LunaOpenAI
Active users
146Down 73 from 219 active users in the previous 7 days.
Top agent
Codex CLI83%
ECI
156.4
Epoch Capabilities Index: 156.4
Model
GPT-6 Luna
Listed as
GPT-6 Luna
Conditions
Not reported
Interval
154.4–158.5
Unit
ECI
Model released
Sep 22, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
15.2%Max · Codex
Terminal-Bench 4.1: 15.2%
Model
GPT-6 Luna
Listed as
GPT-6 Luna
Conditions
Max · Codex
Interval
12.5–17.8%
Unit
% resolved
Published
Nov 3, 2026
Retrieved
Nov 12, 2026
Source · Terminal-Bench 4.1 official leaderboard, tbench.ai
WebDev Arena
1,578Max
WebDev Arena: 1,578
Model
GPT-6 Luna
Listed as
GPT-6 Luna (Max)
Conditions
Max
Interval
1572–1584
Unit
Arena score
Published
Oct 19, 2026
Retrieved
Oct 21, 2026
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
$/1M at agent mix
$0.02
Estimate at list prices
Estimate
$0.02 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
OpenAI: input $0.10, output $0.50, cache read $0.01, cache write $0.13 per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
8
Claude Fable 5.1Anthropic
Active users
145Down 58 from 203 active users in the previous 7 days.
Top agent
Senpi (OmO Native)47%
ECI
167.0
Epoch Capabilities Index: 167.0
Model
Claude Fable 5.1
Listed as
Claude Fable 5.1
Conditions
Not reported
Interval
164.2–170.1
Unit
ECI
Model released
Sep 1, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
57.6%XHigh · Claude Code
Terminal-Bench 4.1: 57.6%
Model
Claude Fable 5.1
Listed as
Fable 5.1
Conditions
XHigh · Claude Code
Interval
54.3–60.9%
Unit
% resolved
Published
Nov 3, 2026
Retrieved
Nov 12, 2026
Best of 5 reported results for this model.
Source · Terminal-Bench 4.1 official leaderboard, tbench.ai
WebDev Arena
1,743Max
WebDev Arena: 1,743
Model
Claude Fable 5.1
Listed as
Claude Fable 5.1 (Max)
Conditions
Max
Interval
1734–1752
Unit
Arena score
Published
Oct 19, 2026
Retrieved
Oct 21, 2026
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
$/1M at agent mix
$0.81
Estimate at list prices
Estimate
$0.81 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
Anthropic: input $10, output $50, cache read $0.25, cache write $12.50 per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
9
GPT-6.1 TerraOpenAI
Active users
134Down 56 from 190 active users in the previous 7 days.
Top agent
Codex CLI74%
ECI
167.7
Epoch Capabilities Index: 167.7
Model
GPT-6.1 Terra
Listed as
GPT-6.1 Terra
Conditions
Not reported
Interval
164.7–171.0
Unit
ECI
Model released
Oct 26, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
Not evaluated on Terminal-Bench 4.1
WebDev Arena
Not evaluated on WebDev Arena
$/1M at agent mix
$0.11
Estimate at list prices
Estimate
$0.11 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
OpenAI: input $1, output $5, cache read $0.05, cache write $1.25 per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
10
Codex Auto ReviewOpenAI
Active users
111Down 40 from 151 active users in the previous 7 days.
Top agent
Codex CLI100%
ECI
Not evaluated on Epoch Capabilities Index
Terminal-Bench 4
Not evaluated on Terminal-Bench 4.1
WebDev Arena
Not evaluated on WebDev Arena
$/1M at agent mix
No list price on models.dev
11
DeepSeek V4.1 FlashDeepSeek
Active users
88Down 29 from 117 active users in the previous 7 days.
Top agent
OpenCode34%
ECI
156.7
Epoch Capabilities Index: 156.7
Model
DeepSeek V4.1 Flash
Listed as
DeepSeek V4.1 Flash
Conditions
Not reported
Interval
154.8–158.8
Unit
ECI
Model released
Sep 9, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
Not evaluated on Terminal-Bench 4.1
WebDev Arena
1,664Max
WebDev Arena: 1,664
Model
DeepSeek V4.1 Flash
Listed as
DeepSeek-V4.1-Flash-20261017 (Max)
Conditions
Max
Interval
1650–1679
Unit
Arena score
Published
Oct 19, 2026
Retrieved
Oct 21, 2026
Best of 2 reported results for this model.
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
$/1M at agent mix
$0.02
Estimate at list prices
Estimate
$0.02 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
Azure: input $0.30, output $1.20, cache read $0.006, cache write — per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
No cache-write price is listed, so cache writes are priced as input.
12
GPT-5.6 SolOpenAI
Active users
58Down 25 from 83 active users in the previous 7 days.
Top agent
Codex CLI73%
ECI
163.0
Epoch Capabilities Index: 163.0
Model
GPT-5.6 Sol
Listed as
GPT-5.6 Sol
Conditions
Not reported
Interval
160.7–165.5
Unit
ECI
Model released
Jul 9, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
38.5%Max · Codex
Terminal-Bench 4.1: 38.5%
Model
GPT-5.6 Sol
Listed as
GPT-5.6 Sol
Conditions
Max · Codex
Interval
34.6–42.3%
Unit
% resolved
Published
Nov 3, 2026
Retrieved
Nov 12, 2026
Source · Terminal-Bench 4.1 official leaderboard, tbench.ai
WebDev Arena
1,616XHigh · Codex
WebDev Arena: 1,616
Model
GPT-5.6 Sol
Listed as
GPT-5.6 Sol (xHigh, Codex Harness)
Conditions
XHigh · Codex
Interval
1610–1622
Unit
Arena score
Published
Oct 19, 2026
Retrieved
Oct 21, 2026
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
$/1M at agent mix
$0.61
Estimate at list prices
Estimate
$0.61 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
OpenAI: input $4, output $20, cache read $0.40, cache write $5 per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
13
GLM-5.3 FlashZ.ai
Active users
50Down 15 from 65 active users in the previous 7 days.
Top agent
Hermes Agent46%
ECI
153.8
Epoch Capabilities Index: 153.8
Model
GLM-5.3 Flash
Listed as
GLM-5.3-Flash
Conditions
Not reported
Interval
152.0–155.8
Unit
ECI
Model released
Aug 20, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
35.4%No reasoning · Claude Code
Terminal-Bench 4.1: 35.4%
Model
GLM-5.3 Flash
Listed as
GLM-5.3-Flash
Conditions
No reasoning · Claude Code
Interval
31.9–39.0%
Unit
% resolved
Published
Nov 3, 2026
Retrieved
Nov 12, 2026
Source · Terminal-Bench 4.1 official leaderboard, tbench.ai
WebDev Arena
1,607
WebDev Arena: 1,607
Model
GLM-5.3 Flash
Listed as
GLM-5.3-Flash
Conditions
Not reported
Interval
1600–1613
Unit
Arena score
Published
Oct 19, 2026
Retrieved
Oct 21, 2026
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
$/1M at agent mix
$0.03
Estimate at list prices
Estimate
$0.03 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
Z.AI: input $0.15, output $0.50, cache read $0.03, cache write $0 per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
14
GPT-6 SolOpenAI
Active users
48Down 30 from 78 active users in the previous 7 days.
Top agent
Codex CLI98%
ECI
163.8
Epoch Capabilities Index: 163.8
Model
GPT-6 Sol
Listed as
GPT-6 Sol
Conditions
Not reported
Interval
161.3–166.4
Unit
ECI
Model released
Sep 22, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
50.3%Max · Codex
Terminal-Bench 4.1: 50.3%
Model
GPT-6 Sol
Listed as
GPT-6 Sol
Conditions
Max · Codex
Interval
47.1–53.5%
Unit
% resolved
Published
Nov 3, 2026
Retrieved
Nov 12, 2026
Source · Terminal-Bench 4.1 official leaderboard, tbench.ai
WebDev Arena
1,683Max
WebDev Arena: 1,683
Model
GPT-6 Sol
Listed as
GPT-6 Sol (Max)
Conditions
Max
Interval
1673–1693
Unit
Arena score
Published
Oct 19, 2026
Retrieved
Oct 21, 2026
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
$/1M at agent mix
$0.31
Estimate at list prices
Estimate
$0.31 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
OpenAI: input $2, output $10, cache read $0.20, cache write $2.50 per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
15
Claude Opus 5Anthropic
Active users
47Down 23 from 70 active users in the previous 7 days.
Top agent
Claude Code92%
ECI
164.7
Epoch Capabilities Index: 164.7
Model
Claude Opus 5
Listed as
Claude Opus 5
Conditions
Not reported
Interval
162.1–167.5
Unit
ECI
Model released
Jul 24, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
53.3%XHigh · Claude Code
Terminal-Bench 4.1: 53.3%
Model
Claude Opus 5
Listed as
Opus 5
Conditions
XHigh · Claude Code
Interval
50.2–56.4%
Unit
% resolved
Published
Nov 3, 2026
Retrieved
Nov 12, 2026
Best of 5 reported results for this model.
Source · Terminal-Bench 4.1 official leaderboard, tbench.ai
WebDev Arena
1,689Max
WebDev Arena: 1,689
Model
Claude Opus 5
Listed as
Claude Opus 5 (Max)
Conditions
Max
Interval
1683–1695
Unit
Arena score
Published
Oct 19, 2026
Retrieved
Oct 21, 2026
Best of 2 reported results for this model.
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
$/1M at agent mix
$0.77
Estimate at list prices
Estimate
$0.77 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
Anthropic: input $5, output $25, cache read $0.50, cache write $6.25 per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
16
GLM-5.3Z.ai
Active users
45Down 13 from 58 active users in the previous 7 days.
Top agent
Senpi (OmO Native)37%
ECI
157.1
Epoch Capabilities Index: 157.1
Model
GLM-5.3
Listed as
GLM-5.3
Conditions
Not reported
Interval
154.9–159.5
Unit
ECI
Model released
Aug 14, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
41.2%Max · Claude Code
Terminal-Bench 4.1: 41.2%
Model
GLM-5.3
Listed as
GLM-5.3
Conditions
Max · Claude Code
Interval
37.9–44.5%
Unit
% resolved
Published
Nov 3, 2026
Retrieved
Nov 12, 2026
Source · Terminal-Bench 4.1 official leaderboard, tbench.ai
WebDev Arena
1,621Max
WebDev Arena: 1,621
Model
GLM-5.3
Listed as
GLM-5.3 (Max)
Conditions
Max
Interval
1614–1629
Unit
Arena score
Published
Oct 19, 2026
Retrieved
Oct 21, 2026
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
$/1M at agent mix
$0.30
Estimate at list prices
Estimate
$0.30 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
Z.AI: input $1.40, output $4.40, cache read $0.26, cache write $0 per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
17
Claude Opus 4.8Anthropic
Active users
43Down 39 from 82 active users in the previous 7 days.
Top agent
Claude Code99%
ECI
159.9
Epoch Capabilities Index: 159.9
Model
Claude Opus 4.8
Listed as
Claude Opus 4.8
Conditions
Not reported
Interval
157.9–162.2
Unit
ECI
Model released
May 28, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
23.6%Max · Claude Code
Terminal-Bench 4.1: 23.6%
Model
Claude Opus 4.8
Listed as
Opus 4.8
Conditions
Max · Claude Code
Interval
20.1–27.2%
Unit
% resolved
Published
Nov 3, 2026
Retrieved
Nov 12, 2026
Source · Terminal-Bench 4.1 official leaderboard, tbench.ai
WebDev Arena
1,556High
WebDev Arena: 1,556
Model
Claude Opus 4.8
Listed as
Claude Opus 4.8 (High)
Conditions
High
Interval
1550–1562
Unit
Arena score
Published
Oct 19, 2026
Retrieved
Oct 21, 2026
Best of 2 reported results for this model.
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
$/1M at agent mix
$0.77
Estimate at list prices
Estimate
$0.77 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
Anthropic: input $5, output $25, cache read $0.50, cache write $6.25 per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
18
Grok 4.7xAI
Active users
40Down 12 from 52 active users in the previous 7 days.
Top agent
Grok Build64%
ECI
156.2
Epoch Capabilities Index: 156.2
Model
Grok 4.7
Listed as
Grok 4.7
Conditions
Not reported
Interval
154.2–158.3
Unit
ECI
Model released
Sep 21, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
38.8%XHigh · Grok Build
Terminal-Bench 4.1: 38.8%
Model
Grok 4.7
Listed as
Grok 4.7
Conditions
XHigh · Grok Build
Interval
35.2–42.4%
Unit
% resolved
Published
Nov 3, 2026
Retrieved
Nov 12, 2026
Source · Terminal-Bench 4.1 official leaderboard, tbench.ai
WebDev Arena
1,637XHigh
WebDev Arena: 1,637
Model
Grok 4.7
Listed as
Grok 4.7 (xHigh)
Conditions
XHigh
Interval
1627–1647
Unit
Arena score
Published
Oct 19, 2026
Retrieved
Oct 21, 2026
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
$/1M at agent mix
$0.57
Estimate at list prices
Estimate
$0.57 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
xAI: input $2, output $6, cache read $0.50, cache write — per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.
No cache-write price is listed, so cache writes are priced as input.
19
DeepSeek FlashDeepSeek
Active users
36Down 16 from 52 active users in the previous 7 days.
Top agent
Claude Code80%
ECI
Not evaluated on Epoch Capabilities Index
Terminal-Bench 4
Not evaluated on Terminal-Bench 4.1
WebDev Arena
Not evaluated on WebDev Arena
$/1M at agent mix
No list price on models.dev
20
GPT-5.6 LunaOpenAI
Active users
34Down 25 from 59 active users in the previous 7 days.
Top agent
Codex CLI89%
ECI
156.7
Epoch Capabilities Index: 156.7
Model
GPT-5.6 Luna
Listed as
GPT-5.6 Luna
Conditions
Not reported
Interval
154.8–158.7
Unit
ECI
Model released
Jul 9, 2026
Retrieved
Nov 12, 2026
Source · Epoch AI, ‘Capabilities & benchmarking’, epoch.ai/benchmarks (CC BY 4.0)
Terminal-Bench 4
17.6%Max · Codex
Terminal-Bench 4.1: 17.6%
Model
GPT-5.6 Luna
Listed as
GPT-5.6 Luna
Conditions
Max · Codex
Interval
14.7–20.5%
Unit
% resolved
Published
Nov 3, 2026
Retrieved
Nov 12, 2026
Source · Terminal-Bench 4.1 official leaderboard, tbench.ai
WebDev Arena
1,518XHigh · Codex
WebDev Arena: 1,518
Model
GPT-5.6 Luna
Listed as
GPT-5.6 Luna (xHigh, Codex Harness)
Conditions
XHigh · Codex
Interval
1512–1525
Unit
Arena score
Published
Oct 19, 2026
Retrieved
Oct 21, 2026
Source · LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset on Hugging Face), CC BY 4.0
$/1M at agent mix
$0.03
Estimate at list prices
Estimate
$0.03 per 1M tokens
Mix
the community token mix: Cache read 96%, Input 2.1%, Cache write 1.4%, Output 0.3%, Reasoning <0.1%
List price
OpenAI: input $0.20, output $1.20, cache read $0.02, cache write $0.25 per 1M
The list price of each token type, weighted by its share of the mix. Reasoning tokens are priced as output. Discounts, batch prices and long-context tiers are not applied. Not what anyone paid.

Usage counts public Tokscale submissions only; hidden accounts are excluded. Scores are the best result each source reports for the model, with its effort and agent or harness; open a score for its source and date. Prices are list prices from models.dev, and every $/1M figure is an estimate at list prices, not what anyone paid. Usage and scores are shown side by side; one does not explain the other. Sorting by a score puts models that were not evaluated last.

Usage, capability and price

The models in the table that have an Epoch Capabilities Index. These charts put usage and scores side by side; they do not show that one causes the other.

Usage vs capability. Active users in the last 7 days (log scale) against the Epoch Capabilities Index.

ECI but no Tokscale usage in this period: GPT-5.5 Pro (162.7), GPT-5.4 Pro (160.2), GPT-5.5 (160.1).

Show data

Active users and Epoch Capabilities Index by model
Model	Active users	ECI
Claude Fable 5.2	238	173.4
Gemini 4 Carbon	10	169.8
GPT-6 Astra	269	169.0
Claude Opus 5.5	431	168.5
GPT-6.1 Sol	348	168.5
GPT-6.1 Terra	134	167.7
Claude Fable 5.1	145	167.0
Claude Sonnet 5.5	277	166.6
Gemini 4 Argon	25	166.5
Claude Opus 5	47	164.7
Claude Fable 5	10	164.1
GPT-6 Sol	48	163.8
GPT-5.6 Sol	58	163.0
GPT-5.5 Pro	No usage	162.7
Muse Wonder 1.0	4	161.7
Kimi K3.1 Pro	17	161.4
GPT-5.6 Terra	34	160.7
Claude Haiku 5.5	243	160.4
GPT-5.4 Pro	No usage	160.2
GPT-5.5	No usage	160.1
Claude Opus 4.8	43	159.9
DeepSeek V4.1 Flash 1017	29	159.4
Gemini 3.8 Flash	12	158.8
Kimi K3	7	158.6
Muse Spark 1.3	9	158.2
Grok 4.6	8	157.8
GLM-5.3	45	157.1
Claude Sonnet 5	33	156.9
DeepSeek V4.1 Flash	88	156.7
GPT-5.6 Luna	34	156.7
GPT-6 Luna	146	156.4
Claude Opus 4.6	9	156.3
Grok 4.7	40	156.2
GLM-5.3 Flash	50	153.8
Claude Sonnet 4.6	9	152.9
DeepSeek V4 Pro	9	150.2
MiniMax M3	5	147.7
Claude Sonnet 4.5	5	147.6
DeepSeek V4 Flash	8	146.8
Claude Haiku 4.5	26	142.8

Price vs capability. Estimated USD per 1M tokens at the community token mix in the last 7 days (log scale, list prices; cache reads are 96% of that mix) against ECI. The dashed line is the price frontier: no model is both cheaper and higher on ECI than a model on it.

Show data

Estimated price at the community token mix and Epoch Capabilities Index by model
Model	Est. $/1M	ECI	Frontier
DeepSeek V4.1 Flash 1017	$0.01	159.4	Yes
Claude Haiku 5.5	$0.02	160.4	Yes
GPT-6 Luna	$0.02	156.4
DeepSeek V4.1 Flash	$0.02	156.7
GPT-5.6 Luna	$0.03	156.7
GLM-5.3 Flash	$0.03	153.8
MiniMax M3	$0.07	147.7
GPT-6.1 Terra	$0.11	167.7	Yes
Gemini 3.8 Flash	$0.11	158.8
Claude Haiku 4.5	$0.15	142.8
DeepSeek V4 Flash	$0.19	146.8
Gemini 4 Argon	$0.20	166.5
Gemini 4 Carbon	$0.20	169.8	Yes
Muse Spark 1.3	$0.20	158.2
GPT-6.1 Sol	$0.21	168.5
Claude Sonnet 5.5	$0.21	166.6
GLM-5.3	$0.30	157.1
Kimi K3.1 Pro	$0.30	161.4
GPT-6 Sol	$0.31	163.8
Claude Sonnet 5	$0.31	156.9
GPT-5.6 Terra	$0.31	160.7
Muse Wonder 1.0	$0.41	161.7
Claude Opus 5.5	$0.42	168.5
Kimi K3	$0.45	158.6
Claude Sonnet 4.6	$0.46	152.9
Claude Sonnet 4.5	$0.46	147.6
Grok 4.7	$0.57	156.2
Grok 4.6	$0.57	157.8
GPT-5.6 Sol	$0.61	163.0
Claude Fable 5.2	$0.65	173.4	Yes
Claude Opus 5	$0.77	164.7
Claude Opus 4.8	$0.77	159.9
Claude Opus 4.6	$0.77	156.3
GPT-5.5	$0.77	160.1
Claude Fable 5.1	$0.81	167.0
GPT-6 Astra	$1.53	169.0
Claude Fable 5	$1.53	164.1
DeepSeek V4 Pro	$1.75	150.2
GPT-5.5 Pro	$30.54	162.7
GPT-5.4 Pro	$30.54	160.2

Sources and attribution

Each score keeps its own source, unit and run conditions. Tokscale does not combine benchmarks into one score, and a missing score means the model was not evaluated, not that it scored zero.

Epoch AIEpoch Capabilities Index, Epoch's own runs and the external results it collects.CC BY 4.0 · Retrieved Nov 12, 2026 · Data through Nov 9, 2026Epoch AI, ‘Capabilities & benchmarking’. Published online at epoch.ai. Retrieved from https://epoch.ai/benchmarks.
LMArenaWebDev Arena and Agent Arena leaderboards.CC BY 4.0 · Retrieved Oct 21, 2026 · Data through Oct 19, 2026LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset), Hugging Face.
Terminal-BenchTerminal-Bench 4.1 official leaderboard rows (results only, no task content).Terms not stated · Retrieved Nov 12, 2026 · Data through Nov 11, 2026Terminal-Bench 4.1 leaderboard, tbench.ai. Every score links back to the leaderboard.
models.devSpecs and list prices per provider.MIT · Retrieved Nov 12, 2026models.dev, an open catalog of AI models (github.com/anomalyco/models.dev).
TokscaleActive users, tokens and token mix from public Tokscale submissions. Hidden accounts are excluded.How we count