Independent analysis of AI models

Rankings from 297 public and community benchmarks. Every number links to where it was published, and the index is a JSON file anyone can change by pull request.

29models ranked
664models tracked
297benchmarks
1community benchmarks
25,297results
Pricing

Intelligence

Open Index

Equal-weight average of 10 independent benchmarks: Terminal-Bench 4.0, ProgramBench v1 Fully Resolved, DeepSWE v1.1, ARC-AGI-2, SimpleBench, BullshitBench v2, FrontierMath Tiers 1–3 (v2), Finance Agent v2, AutomationBench (Zapier), GPQA Diamond (Vals) · Missing results may use peer estimates · Higher is better · Methodology

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all models in the table below

Intelligence vs. Cost per Task

Open Index against measured cost per task. The shaded area is cheaper and smarter than the median.

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Intelligence vs. Time per Task

Artificial Analysis · estimated decode time per Intelligence Index task, excluding first-token wait and overhead

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Capability Indexes

How models perform in specific domains. Each index averages the best-covered benchmarks in its category.

Open Coding Index

Incorporates 6 evaluations: Terminal-Bench Hard-AA (17%), Terminal-Bench v2.1-AA (17%), Arena WebDev (17%), Vibe Code Bench v1.1 (17%), ALE-Bench (17%), LiveCodeBench (Vals) (17%) · Higher is better

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Benchmarks

Every benchmark with results for at least eight models released in the last year, including 1 from the community. Follows the filters above. Add yours.

CritPt

Artificial Analysis · Reasoning · 70 recent models

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70 of 70 selected

all 251 results

Humanity's Last Exam

Artificial Analysis · Reasoning · 70 recent models

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70 of 70 selected

all 248 results

AA-Omniscience

Artificial Analysis · Knowledge · 70 recent models

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70 of 70 selected

all 248 results

AA-Omniscience Accuracy

Artificial Analysis · Knowledge · 70 recent models

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70 of 70 selected

all 248 results

AA-Omniscience Non-hallucination

Artificial Analysis · Knowledge · 70 recent models

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70 of 70 selected

all 248 results

AA-LCR v1.1

Artificial Analysis · Long Context · 70 recent models

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70 of 70 selected

all 247 results

AA Intelligence Index v4.3.2

Artificial Analysis · Composite · 70 recent models

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70 of 70 selected

all 247 results

GPQA Diamond

Artificial Analysis · Knowledge · 48 recent models

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48 of 48 selected

all 226 results

GDPval-AA v2.1

Artificial Analysis · Professional · 68 recent models

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68 of 68 selected

all 165 results

Terminal-Bench v2.1-AA

Artificial Analysis · Coding · 49 recent models

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49 of 49 selected

all 145 results

AA-Briefcase v1.1

Artificial Analysis · Agentic · 64 recent models

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64 of 64 selected

all 130 results

SciCode

Artificial Analysis · Coding · 69 recent models

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all 130 results

Open Weights

5 of the 29 ranked models with known licensing publish their weights. The best open model scores 62 (GLM 5.3) against 69 (Opus 5.5) for the best proprietary one.

Open Index: open-weights models

Open weights per Artificial Analysis model metadata · best effort per model

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Output Tokens

Tokens generated per Intelligence Index task, including reasoning. More tokens means slower and costlier answers.

Output Tokens per Task

tokens generated per task

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Cost

Measured cost to complete a task, not token price. Reasoning-heavy models can cost more per task even at lower list prices.

Cost per Task

Measured cost per task in USD · lower is better

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Speed & Latency

How long a task takes is on the leaderboard above (Time per Task). Raw token rates and first-token latency are shown here for reference; a fast token rate does not mean a fast answer once reasoning is counted.

Output Speed

Output tokens per second · higher is better

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Latency

Seconds to first token · lower is better

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Providers

How many API providers serve each model on OpenRouter, and how reliably.

API Providers

Providers on OpenRouter · more is better

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Uptime

OpenRouter provider uptime, trailing 7 days

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Usage

share of turns in T3 Code, 2026-09-08 – 2026-10-07 · via Slopalytics

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All Models

Best reasoning effort per model, for the models and window picked above. Measured is the share of index weight backed by real results; the rest is estimated from close peers.

#ModelLabOpen IndexMeasuredCost / taskTime / taskReleased
1Opus 5.5maxAnthropic69.080%$0.09113 min2026-09-22
2GPT-6 AstraxhighOpenAI66.890%$0.1985.3 min2026-09-03
3Sonnet 5.5maxAnthropic64.970%$0.08315 min2026-09-28
4Fable 5.1highAnthropic64.590%$0.6106.5 min2026-09-01
5GPT-6.1 SolmaxOpenAI64.470%$0.08510 min2026-09-29
6Opus 5maxAnthropic63.5100%$0.10213 min2026-07-24
7GLM 5.3minimalZhipu62.380%––2026-08-14
8GPT-6 SolmaxOpenAI60.180%$0.0654.7 min2026-09-22
9Gemini 3.8 FlashhighGoogle56.080%$0.0507.8 min2026-09-02
10Gemini 3.7 FlashhighGoogle54.180%$0.1203.2 min2026-08-13
11Kimi K3maxMoonshot51.380%$0.12216 min2026-07-16
12Grok 4.6xhighxAI50.570%$0.18010 min2026-08-12
13GPT-6 LunamaxOpenAI50.470%$0.0106.7 min2026-09-22
14GPT-5.6 LunamaxOpenAI48.1100%$0.0175.2 min2026-07-30
15Grok 4.5mediumxAI47.180%––2026-07-16
16Gemini 3.6 FlashmediumGoogle46.980%––2026-07-21
17Gemini 3.5 Flash-LitemediumGoogle25.670%––2026-07-21