GPT-6 Sol (Max)
Context 1.1M tokens
Top 2 cheapest providers (Adjusted $/task)
The same list price can give a different adjusted $/task (caching, token efficiency) — click a price for its inputs.
Within the active global provider, residency and confidentiality filters.
| # | Provider | Price channel | Raw input $/1M | Raw output $/1M | Adjusted $/task |
|---|---|---|---|---|---|
| 1 | Azurevia OpenRouter — Price via OpenRouter: OpenRouter's price for Azure's endpoint (https://openrouter.ai/openai/gpt-6-sol/providers), collected 2026-11-05. | via OpenRouter — Price via OpenRouter: OpenRouter's price for Azure's endpoint (https://openrouter.ai/openai/gpt-6-sol/providers), collected 2026-11-05. | $2.00 | $10.00 | |
| 2 | Amazon Bedrockvia OpenRouter — Price via OpenRouter: OpenRouter's price for Amazon Bedrock's endpoint (https://openrouter.ai/openai/gpt-6-sol/providers), collected 2026-11-05. | via OpenRouter — Price via OpenRouter: OpenRouter's price for Amazon Bedrock's endpoint (https://openrouter.ai/openai/gpt-6-sol/providers), collected 2026-11-05. | $2.00 | $10.00 |
Composite
5 of 7 inputs · 4 from the model family6 radar axes: DesignArena's two boards share one74.2
AA Coding v4.x —Coding Agent v1.4 —AA Intelligence 44.2AA Agentic —Epoch ECI 164.1Software ECI 163.0DesignArena 1220/1230
Radar: percentile among all models measured on each input; a gap means not measured.
Benchmark sheet
54 of 319 registered benchmark versions · bars show the percentile among all models measured on each benchmark.
12 of 55 values are OpenAI's own claims (†), not independent measurements; a matching independent result replaces a claim as soon as one exists.
- Epoch ECI · attached
- Software ECI · attached
- DesignArena Web Apps (agentic) · attached
- DesignArena Full-Stack · attached
Agentic
Terminal-Bench v4.0 (AA, upstream timeouts)6243.9%
Terminal-Bench v4.0 (AA, upstream timeouts) 4.0-upstream-timeouts → · Published board — Tests terminal-based work on the 66-task release using AA's mini-swe-agent harness with the tasks' own timeouts.
EBR-bench (Earthborne Rangers, Epoch AI)8053.3%
EBR-bench (Earthborne Rangers, Epoch AI) published 2026-09-18 → · Published board — Learning-capability test: models repeatedly play the obscure campaign board game Earthborne Rangers with note-taking, and the score measures whether results improve across playthroughs.
Finance Agent v2 (Vals Index v2)2449.0%
Finance Agent v2 (Vals Index v2) v2 → · Published board — Multi-step financial reasoning tasks.
HLAB — Harvey's Legal Agent Benchmark (Vals Index v2)151.7%
HLAB — Harvey's Legal Agent Benchmark (Vals Index v2) v2 → · Published board — Long-horizon legal work product creation. The index column is Harvey's Legal Agent Benchmark's own published standalone score, reported as accuracy — not comparable with Artificial Analysis' Harvey LAB-AA row.
Terminal-Bench 2.1 (Vals Index v2)8683.1%
Terminal-Bench 2.1 (Vals Index v2) v2 → · Published board — Command-line interface problem solving; the page states that each index column is that benchmark's own published standalone score, so the runner is not asserted here.
Vals Index v2 (Vals AI)8162.6%
Vals Index v2 (Vals AI) v2 → · Published board — GDP-weighted average of agentic model performance across finance, coding and legal tasks.
AutomationBench 1.0.6developer's claim32.0%† self-reported by the developer
AutomationBench 1.0.6 v1.0.6 → · Vendor-reported by OpenAI — AutomationBench 1.0.6 score OpenAI reports for its own GPT-6 models in the 2026-09-22 GPT-6 Sol and Luna launch post.
Agents' Last Exam V1developer's claim56.4%† self-reported by the developer
Agents' Last Exam V1 v1 → · Vendor-reported by OpenAI — Agents' Last Exam V1 score OpenAI reports for its own GPT-6 models in the 2026-09-22 GPT-6 Sol and Luna launch post.
OSWorld 2.0 offline (v2026.08.08 release)developer's claim64.4%† self-reported by the developer
OSWorld 2.0 offline (v2026.08.08 release) v2026.08.08 → · Vendor-reported by OpenAI — OSWorld 2.0 offline partial reward OpenAI reports for its own GPT-6 models in the 2026-09-22 GPT-6 Sol and Luna launch post.
Tax Agent Bench053.0%
Tax Agent Bench published 2026-09-23 → · Published board — Tax Agent Bench results published by Vals AI.
LMArena Agent Arena (overall net improvement)747.7%
LMArena Agent Arena (overall net improvement) published 2026-09-26 → · Published board — Ranking of models as the orchestrator in LMArena’s Agent Mode, scored by the causal net improvement over the average model across behavioural signals from real sessions.
Coding
SciCode (AA subproblems) v1.0.19157.6%
SciCode (AA subproblems) v1.0.1 → · Published board — Tests scientific Python programming with scientist-annotated background information.
FrontierCode 1.1 Main (Cognition)developer's claim49.3%† self-reported by the developer
FrontierCode 1.1 Main (Cognition) v1.1 → · Codex — Whether a maintainer would merge the agent's pull request, on tasks crafted by open-source maintainers and graded with tests, rubrics and verifiers.
Code Migration (Vals Index v2 subset)9356.9%
Code Migration (Vals Index v2 subset) v2 → · Published board — Porting projects to another language, including COBOL modernization.
Vibe Code Bench (Vals Index v2)8987.8%
Vibe Code Bench (Vals Index v2) v2 → · Published board — End-to-end app-building tasks.
DeepSWE v1.1developer's claim68.8%† self-reported by the developer
DeepSWE v1.1 v1.1 → · Vendor-reported by OpenAI — DeepSWE v1.1 score OpenAI reports for its own GPT-6 models in the 2026-09-22 GPT-6 Sol and Luna launch post.
Vibe Code Bench v1.17387.8%
Vibe Code Bench v1.1 v1.1 → · Published board — Vibe Code Bench v1.1 results published by Vals AI.
FrontierCode 1.1 Extended (Cognition)developer's claim60.7%† self-reported by the developer
FrontierCode 1.1 Extended (Cognition) v1.1 → · Codex — Whether a maintainer would merge the agent's pull request, on the full 150-task FrontierCode set crafted by open-source maintainers and graded with tests, rubrics and verifiers.
ProgramBench732.0%
ProgramBench published 2026-09-23 → · Published board — ProgramBench results published by Vals AI.
Code Migration (standalone Vals board, 2026-09-22 snapshot)8357.2%
Code Migration (standalone Vals board, 2026-09-22 snapshot) published 2026-09-22 → · Published board — Standalone Code Migration results published by Vals AI, distinct from its Vals Index v2 subset.
LMArena WebDev (Code Arena, overall)801,681 Elo
LMArena WebDev (Code Arena, overall) published 2026-09-26 → · Codex harness — Community pairwise-vote ranking of models on front-end web development tasks, including agentic multi-step coding, published by LMArena as a Bradley-Terry rating.
Efficiency
FrontierCode 1.1 Main cost per rollout (Cognition)developer's claim$2.07† self-reported by the developer
FrontierCode 1.1 Main cost per rollout (Cognition) v1.1 → · Codex — Cognition's published mean USD spend per rollout for each FrontierCode 1.1 Main model and reasoning effort.
Vals Index v2 cost per test (Vals AI)30$7.56
Vals Index v2 cost per test (Vals AI) v2 → · Published board — Vals AI's published USD cost per test for each model on the Vals Index v2.
AutomationBench 1.0.6 cost per taskdeveloper's claim$0.34† self-reported by the developer
AutomationBench 1.0.6 cost per task v1.0.6 → · Published board — USD cost per AutomationBench 1.0.6 task OpenAI reports for its own GPT-6 models in the 2026-09-22 GPT-6 Sol and Luna launch post.
Cost to run AA Intelligence Index (total) v4.3.238$1,550
Cost to run AA Intelligence Index (total) v4.3.2 → · Published board — Cost to run AA Intelligence Index (total) results published by Artificial Analysis.
Cost per AA Intelligence Index task v4.3.2381.06
Cost per AA Intelligence Index task v4.3.2 → · Published board — Cost per AA Intelligence Index task results published by Artificial Analysis.
FrontierCode 1.1 Extended cost per rollout (Cognition)developer's claim$1.66† self-reported by the developer
FrontierCode 1.1 Extended cost per rollout (Cognition) v1.1 → · Codex — Cognition's published mean USD spend per rollout for each FrontierCode 1.1 Extended model and reasoning effort.
Agents' Last Exam V1 cost per taskdeveloper's claim$2.93† self-reported by the developer
Agents' Last Exam V1 cost per task v1 → · Published board — USD cost per Agents' Last Exam V1 task OpenAI reports for its own GPT-6 models in the 2026-09-22 GPT-6 Sol and Luna launch post.
DeepSWE v1.1 cost per taskdeveloper's claim$2.74† self-reported by the developer
DeepSWE v1.1 cost per task v1.1 → · Published board — USD cost per DeepSWE v1.1 task OpenAI reports for its own GPT-6 models in the 2026-09-22 GPT-6 Sol and Luna launch post.
OSWorld 2.0 offline (v2026.08.08 release) cost per taskdeveloper's claim$3.25† self-reported by the developer
OSWorld 2.0 offline (v2026.08.08 release) cost per task v2026.08.08 → · Published board — USD cost per OSWorld 2.0 offline (v2026.08.08 release) task OpenAI reports for its own GPT-6 models in the 2026-09-22 GPT-6 Sol and Luna launch post.
Knowledge
Humanity's Last Exam (AA text-only)9647.9%
Humanity's Last Exam (AA text-only) published 2026-09-10 → · Published board — Tests expert-level knowledge on AA's text-only Humanity's Last Exam subset.
AA-Omniscience Index9427.1
AA-Omniscience Index published 2026-09-10 → · Published board — Tests factual reliability while rewarding correct answers and penalizing hallucinations.
Legal Research Bench (Vals Index v2)1828.8%
Legal Research Bench (Vals Index v2) v2 → · Published board — Case and statute research with citation-backed answers.
Public Benefits Bench v1.1056.6%
Public Benefits Bench v1.1 v1.1 → · Published board — Public Benefits Bench v1.1 results published by Vals AI.
MedScribe2082.0%
MedScribe published 2026-09-22 → · Published board — MedScribe results published by Vals AI.
MedCode5047.1%
MedCode published 2026-09-22 → · Published board — MedCode results published by Vals AI.
Long-context
AA-LCR v1.19883.7%
AA-LCR v1.1 v1.1 → · Published board — Tests reasoning across multiple long documents with corrected answer keys and grading.
Math
ArXivMath 06/2026 (MathArena)9191.0%
ArXivMath 06/2026 (MathArena) 2026-06 → · Published board — Research-level math problems with a checkable final answer, drawn from arXiv papers submitted in June 2026; each edition is restricted to papers published within the last month to reduce training-data contamination.
ArXivMath 08/2026 (MathArena)10093.0%
ArXivMath 08/2026 (MathArena) 2026-08 → · Published board — Research-level math problems with a checkable final answer, drawn from arXiv papers submitted in August 2026; each edition is restricted to papers published within the last month to reduce training-data contamination.
BrokenArXiv 06/2026 (MathArena)8095.4%
BrokenArXiv 06/2026 (MathArena) 2026-06 → · Published board — Plausible but false proof statements taken from June 2026 arXiv papers; a model scores by refusing to prove them and saying the statement is false as written.
BrokenArXiv 08/2026 (MathArena)7578.6%
BrokenArXiv 08/2026 (MathArena) 2026-08 → · Published board — Plausible but false statements taken from August 2026 arXiv papers; a model scores by refusing to prove them and saying the statement is false as written.
ProofBench v1.17083.0%
ProofBench v1.1 v1.1 → · Published board — ProofBench v1.1 results published by Vals AI.
IOI7082.6%
IOI published 2026-09-23 → · Published board — IOI results published by Vals AI.
SAGE2944.8%
SAGE published 2026-09-22 → · Published board — SAGE results published by Vals AI.
Reasoning
LiveBench 2026-06-257179.3
LiveBench 2026-06-25 → · Published board — A periodically refreshed suite of objectively graded tasks with separate category scores and an overall category mean.
AA Intelligence Index v5.0.1 · snapshot-2026-11-047444.2
AA Intelligence Index v5.0.1 · snapshot-2026-11-04 → · Published board — Artificial Analysis Intelligence Index v5.0.1. Models AA has not rescored on v5.0.1 are listed as estimates from their frozen v4.x value (isotonic fit over the models measured on both versions), never as measurements.
Science
CritPt (AA)9930.9%
CritPt (AA) published 2026-09-10 → · Published board — Tests research-level physics reasoning with Python, symbolic and numerical answers.
BioMysteryBench6774.8%
BioMysteryBench published 2026-09-22 → · Published board — BioMysteryBench results published by Vals AI.
Tool-use
AutomationBench-AA v1.0.69261.6%
AutomationBench-AA v1.0.6 → · Published board — Tests multi-app SaaS workflows through REST tools on a held-out AutomationBench split.
Excel Modeling Benchmark (Vals Index v2)8271.5%
Excel Modeling Benchmark (Vals Index v2) v2 → · Published board — Building and editing financial models in spreadsheets.
Excel Modeling Benchmark (standalone Vals board, 2026-09-22 snapshot)6471.5%
Excel Modeling Benchmark (standalone Vals board, 2026-09-22 snapshot) published 2026-09-22 → · Published board — Standalone Excel Modeling Benchmark results published by Vals AI, distinct from its Vals Index v2 subset.
Vision
MMMU Pro (AA)9283.3%
MMMU Pro (AA) published 2026-09-10 → · Published board — Tests multimodal understanding using challenging ten-option questions.
Chartography 100-tasks9153.6%
Chartography 100-tasks → · Published board — Can a model read the charts professionals rely on — Kaplan-Meier curves, candlesticks, contour maps, Sankey diagrams, Bode plots, wind roses — from the image alone, to an expert-set precision?
GDP.pdf 100-tasks7426.4%
GDP.pdf 100-tasks → · Published board — Can a model answer real professional questions about the PDFs work runs on — manuals, wiring diagrams, filings, forms — so that every rubric criterion an expert wrote is met?
Furniture Assembly Benchmark (Epoch AI)8058.3%
Furniture Assembly Benchmark (Epoch AI) published 2026-09-26 → · Published board — Spatial-reasoning test by Epoch AI: given a photo of a partly or fully assembled IKEA product and its official manual, the model must say whether the build is correct and, if not, name the step with the mistake.
Unusual results
1 threshold-crossing signal flagged · 22 eligible benchmark families
How flags are calculated
Heuristic screen, not statistical significance: benchmark families are correlated and source uncertainty is unknown. Peer evidence needs ≥ 20 independently measured matched configurations from ≥ 10 distinct model families. A flag needs a directed population z-score of magnitude ≥ 1.5 and a gap of ≥ 1.5 from the leave-one-benchmark-family-out mean z in the same direction, over ≥ 5 other benchmark families.
- unusually strong CritPt (AA) published 2026-09-10
Why
Observed: 0.30857 fractionPeer mean 0.04412 · peer sd 0.08179 · n 537 · families 370Directed z 3.233 · baseline z 0.77 · gap 2.463 · profile n 210.30857 fractionmeasuredobserved 2026-09-22artificialanalysis.ai ↗Evidence
Axis: CritPt (AA) · published 2026-09-10 · Published boardExact value:0.308571428571429fractionObserved: 2026-09-22T22:47:42.063569+00:00 · publication date: not recordedObservation id:cr128:b57331b72530f5b29c178669
Missing coverage · 265 benchmark versions
No result does not mean a zero, or that the model was never tested. Collection failures and disputed versions retain their distinct status.
Variants / reasoning settings
Artificial Analysis snapshot 2026-11-04 · Intelligence Index v5.0 (est. = estimated from v4, not measured) · Coding Index v4.x frozen 2026-10-27 · Data: Artificial Analysis · Data: Epoch AI (CC BY)
| Variant | AA Coding | AA Intelligence |
|---|---|---|
| GPT-6 Sol (Max) | — | 44.2 |
| GPT-6 Sol (High) | — | 32.7est. |
| GPT-6 Sol (Low) | — | 24.0est. |
| GPT-6 Sol (Medium) | — | 30.1est. |
| GPT-6 Sol (Non-reasoning) | — | 17.8est. |
| GPT-6 Sol (Xhigh) | — | 33.9est. |
SUBSCRIPTION PLAN
GitHub Copilot
Current usage-based billing · model token cost is converted to AI Credits at 1 credit = $0.01.
Token offers by platform · 5 offers (Adjusted $/task)
Click any underlined price to see how it is estimated and where each input comes from. How we calculate adjusted cost.
5 offers within the active global filters, 2 more outside them; “price n/a” means the provider serves the model but publishes no direct token price we could collect — no other channel's price is shown in its place.
OpenRouter (5)
Prices via OpenRouter — what OpenRouter charges for each provider's endpoint, not the provider's own direct price. Source: openrouter.ai/openai/gpt-6-sol/providers, collected 2026-11-05.
| Azureconditional | globalazure | $2.00 raw in $/1M | $10.00 raw out $/1M | |
| Azureconditional | euazure/euEU | $2.20 raw in $/1M | $11.00 raw out $/1M | |
| Azureconditional | globalazure/us | $2.20 raw in $/1M | $11.00 raw out $/1M | |
| Amazon Bedrockconditional | globalamazon-bedrock/global | $2.00 raw in $/1M | $10.00 raw out $/1M | |
| Amazon Bedrockconditional | globalamazon-bedrock/us-east-1 | $2.20 raw in $/1M | $11.00 raw out $/1M |