OpenAI · Released Sep 22, 2026
GPT-6 Sol
GPT-6 Sol is the cost-efficient high-end model in OpenAI's GPT-6 series, positioned below the flagship GPT-6 Astra and above the fast GPT-6 Luna tier. It is suited for demanding professional...
- #1OTIS Mock AIME
- Top 4%Vending-Bench 2
- Top 6%FrontierMath
- Top 7%WebDev Arena
- Released
- Sep 22 2026
- Context window
- 1.05M 128K out
- Input / 1M tokens
- $2.00 from $1.00
- Output / 1M tokens
- $10.00 from $5.00
Where to run it
34 providers compared
Included in GitLab Duo. Cheapest: OpenAI at $1.00 / $5.00 per 1M input / output tokens — 75% less than the priciest option.
| Provider | Input | Output | Cache read | Context | Max output | Uptime | vs. best |
|---|---|---|---|---|---|---|---|
| GitLab Duosubscription plan | Plan | Plan | Plan | 1.05M | 128K | — | Plan |
| OpenAI | $1.00 | $5.00 | $0.10 | 1.05M | 128K | 99.7%24h | Cheapest |
| OpenAI | $2.00 | $10.00 | $0.20 | 1.05M | 128K | 100%24h | +100% |
| Azure | $2.00 | $10.00 | $0.20 | 1.05M | 128K | 100%24h | +100% |
| NanoGPT | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| Cloudflare AI Gateway | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| Venice AI | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| Boundless | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| Kilo Gateway | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| LLM Gateway | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| AIHubMix | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| 302.AI | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| DigitalOcean | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| ZenMux | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| GitHub Copilot | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| Perplexity Agent | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| Aixy | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| Prime Inference | $2.00 | $10.00 | — | 1.05M | 128K | — | +100% |
| Neon | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| Azure Cognitive Services | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| Vivgrid | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| CrossModel | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| DevPass (LLM Gateway) | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| CommandCode | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| Merge Gateway | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| Ofox | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| LowRouter | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| OpenCode | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| NEAR AI Cloud | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| Eden AI | $2.00 | $10.00 | $0.20 | 1.05M | 128K | — | +100% |
| Azureus | $2.20 | $11.00 | $0.22 | 1.05M | 128K | 100%24h | +120% |
| Azureeu | $2.20 | $11.00 | $0.22 | 1.05M | 128K | 100%24h | +120% |
| Amazon Bedrockus-east-1 | $2.20 | $11.00 | $0.22 | 1.05M | 128K | 100%24h | +120% |
| Cortecs | $2.40 | $12.00 | $0.24 | 1.05M | 128K | — | +140% |
| Requesty | $2.40 | $12.00 | $0.24 | 1.05M | 128K | — | +140% |
| AI/ML API | $2.60 | $13.00 | $0.26 | 1.05M | 128K | — | +160% |
| OpenAIfast | $4.00 | $20.00 | $0.40 | 1.05M | 128K | 100%24h | +300% |
| Vercel AI Gateway | $4.00 | $20.00 | $0.40 | 1.05M | 128K | — | +300% |
Value
Price vs. performance
GPT-6 Sol Other OpenAI Other labs Value frontier · GPQA Diamond vs. input price per 1M tokens (log scale) · Drag to pan, pinch or Ctrl + scroll to zoom, double-click to zoom in.
Benchmarks
20 benchmark scores
| Benchmark | Score | Rank | Leader |
|---|---|---|---|
| FrontierCodeSoftware engineering · Mergeable fixes for hard open-source issues | 49.3% | #8of 41 | Claude Opus 5.554.6% |
| SciCodeSoftware engineering · Research-coding problems from the natural sciences | 57.6% | #16of 102 | Claude Opus 5.566.9% |
| WeirdML v3Software engineering · Unfamiliar ML and data tasks with vague goals | 19.7% | #7of 22 | GPT-6 Astra42.2% |
| APEX-AgentsAgents & computer use · Long professional tasks in banking, consulting and law | 54.3% | #22of 51 | Gemini 4 Argon82.4% |
| Vending-Bench 2Agents & computer use · Run a simulated vending business for a year (final balance) | $14,428 | #2of 61 | GPT-6 Astra$15,515 |
| GDP.pdfWriting & content · Answer questions about real professional PDFs | 26.4% | #10of 38 | GPT-6.1 Sol35.0% |
| SimpleQA VerifiedWriting & content · Factual accuracy on 1,000 short questions | 60.7% | #15of 79 | Gemini 4 Argon76.0% |
| WebDev ArenaDesign & visual · People vote on which model builds the better website (Elo) | 1689 | #6of 90 | Claude Opus 5.51820 |
| Blueprint-Bench 2Design & visual · Turn apartment photos into 2D floor plans | 36.9% | #8of 32 | Gemini 4 Argon54.4% |
| Furniture AssemblyDesign & visual · Spot mistakes in photos of IKEA builds | 58.3% | #8of 34 | Claude Opus 5.583.3% |
| GPQA DiamondReasoning & knowledge · PhD-level biology, chemistry and physics questions | 94.3% | #9of 122 | Gemini 4 Argon96.4% |
| ARC-AGI-2Reasoning & knowledge · Few-shot abstract reasoning on grid puzzles | 89.6% | #8of 75 | GPT-6 Astra95.0% |
| ARC-AGI-1Reasoning & knowledge · Pattern induction from input–output examples | 95.5% | #13of 75 | Gemini 4 Argon98.5% |
| CritPtReasoning & knowledge · Open-ended, research-level physics problems | 30.9% | #7of 111 | GPT-5.6 Sol32.3% |
| Chess PuzzlesReasoning & knowledge · Find the single best move in 100 new puzzles | 56.0% | #13of 83 | GPT-6 Astra76.0% |
| LMCAReasoning & knowledge · Judge the quality of conceptual arguments like experts | 59.1% | #10of 123 | Claude Sonnet 5.568.3% |
| FrontierMathMaths · Expert-written problems, undergrad to early research (tiers 1–3) | 89.8% | #5of 87 | GPT-6.1 Sol93.7% |
| FrontierMath Tier 4Maths · Exceptionally hard research-level problems | 90.0% | #5of 64 | GPT-6.1 Sol100.0% |
| ProofBenchMaths · Graduate maths proofs verified in Lean 4 | 83.0% | #11of 70 | Claude Sonnet 5.5100.0% |
| OTIS Mock AIMEMaths · Competition-style problems harder than MATH Level 5 | 100.0% | #1of 120 | Gemini 4 Argon100.0% |
Specs
Details
- Model ID
openai/gpt-6-sol- Developer
- OpenAI
- Release date
- Sep 22, 2026 ·
- Context window
- 1,050,000 tokens
- Max output
- 128,000 tokens
- API price
- $2.00 / $10.00 per 1M input / output tokens
- Providers
- 34
- Input types
- file, image, text
- Reasoning
- Yes
- Tool calling
- Yes
- Open weights
- No
- Free tier
- No
Release date and prices from OpenRouter's catalog; providers from OpenRouter and models.dev. Buying directly from a provider can cost a little differently. Speed, latency and uptime are measured on OpenRouter only; uptime is the share of OpenRouter requests each provider served over the last day. Benchmark scores are the best result per benchmark from Epoch AI, licensed CC BY 4.0. Rank counts every model tracked here with a score.