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 work, agentic coding, business workflow automation, and computer use, and is particularly strong at long-horizon software engineering tasks in real codebases. It approaches Astra-level factual reliability at a much lower cost and shares Astra's clearer, more concise communication style in technical and coding conversations.
- Organization
- OpenAI
- Family
- gpt-sol
- Providers
- 34
- Context
- 1,050,000
- Output limit
- 128,000
- Knowledge
- 2026-04-20
- Release
- 2026-09-22
- Updated
- 2026-09-22
- Weights
- Closed
- Input
- text, image, pdf
- Output
- text
- Capabilities
- Tools, Reasoning, Structured
Providers
Compare every cataloged offer for this model, including its provider, route, token limits, price, and capabilities.
| Provider | Model ID | Context | Output | Input / output · 1M | Reasoning | Tools | Structured | Details |
|---|---|---|---|---|---|---|---|---|
| 302.AI | gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| AIHubMix | gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| AI/ML API | openai/gpt-6-sol | 1,050,000 | 128,000 | $2.60 / $13.00 | Yes | Yes | Yes | View |
| Aixy | openai/gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Amazon Bedrock | us.openai.gpt-6-sol | 1,050,000 | 128,000 | $2.20 / $11.00 | Yes | Yes | Yes | View |
| Amazon Bedrock | openai.gpt-6-sol | 1,050,000 | 128,000 | $2.20 / $11.00 | Yes | Yes | Yes | View |
| Amazon Bedrock | global.openai.gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Azure | gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Azure Cognitive Services | gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Boundless | gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Cloudflare AI Gateway | openai/gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| CommandCode | gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Cortecs | gpt-6-sol | 1,050,000 | 128,000 | $2.40 / $11.999 | Yes | Yes | Yes | View |
| CrossModel | openai/gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| DevPass (LLM Gateway) | gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| DigitalOcean | openai-gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Eden AI | openai/gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| GitHub Copilot | gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| GitLab Duo | duo-chat-gpt-6-sol | 1,050,000 | 128,000 | $0.00 / $0.00 | Yes | Yes | Yes | View |
| Kilo Gateway | openai/gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| LLM Gateway | openai/gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| LLM Gateway | azure/gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| LowRouter | auto/openai/gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Merge Gateway | openai/gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| NanoGPT | openai/gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| NEAR AI Cloud | openai/gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Neon | gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Ofox | openai/gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| OpenAI | gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| OpenCode | gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Amazon Bedrockvia OpenRouter | openai/gpt-6-sol unknown | 1,050,000 | 128,000 | $2.20 / $11.00 | Yes | Yes | Yes | View |
| Azurevia OpenRouter | openai/gpt-6-sol unknown | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Azurevia OpenRouter | openai/gpt-6-sol unknown | 1,050,000 | 128,000 | $2.20 / $11.00 | Yes | Yes | Yes | View |
| Azurevia OpenRouter | openai/gpt-6-sol unknown | 1,050,000 | 128,000 | $2.20 / $11.00 | Yes | Yes | Yes | View |
| OpenAIvia OpenRouter | openai/gpt-6-sol unknown | 1,050,000 | 128,000 | $1.00 / $5.00 | Yes | Yes | Yes | View |
| OpenAIvia OpenRouter | openai/gpt-6-sol unknown | 1,050,000 | 128,000 | $4.00 / $20.00 | Yes | Yes | Yes | View |
| OpenAIvia OpenRouter | openai/gpt-6-sol unknown | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Prime Inference | openai/gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Requesty | gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Requesty | gpt-6-sol@eu | 1,050,000 | 128,000 | $2.40 / $12.00 | Yes | Yes | Yes | View |
| Venice AI | openai-gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Vercel AI Gateway | openai/gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| Vercel AI Gateway | openai/gpt-6-sol-fast | 1,050,000 | 128,000 | $4.00 / $20.00 | Yes | Yes | Yes | View |
| Vivgrid | gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
| ZenMux | openai/gpt-6-sol | 1,050,000 | 128,000 | $2.00 / $10.00 | Yes | Yes | Yes | View |
Prices and limits apply to each offer. A dash means the value is not provided. OpenRouter offers show the hosting provider and routing channel separately.
Pricing
Compare token rates and cache charges across available routes and hosting configurations.
Lowest listed input and output prices across the offers above; they may belong to different providers. These are base rates, before conditional pricing, discounts or additional fees.
openai/gpt-6-solObserved - Input
- $2.00
- Output
- $10.00
- Cache read
- $0.20
- Cache write
- $2.50
Additional fees and pricing conditions
- web search
- $0.01 / search
overrides · USD per token for token prices; time windows use UTC.
[
{
"prompt": "0.000004",
"completion": "0.000015",
"input_cache_read": "0.0000004",
"input_cache_write": "0.000005",
"min_prompt_tokens": 272000
}
]Hosting prices through OpenRouter All endpoints and cache rates
| Endpoint | Input / 1M | Output / 1M | Cache read / 1M | Cache write / 1M |
|---|---|---|---|---|
| Amazon Bedrockamazon-bedrock/us-east-1 | $2.20 | $11.00 | $0.22 | $2.75 |
| Azureazure | $2.00 | $10.00 | $0.20 | $2.50 |
| Azureazure/eu | $2.20 | $11.00 | $0.22 | $2.75 |
| Azureazure/us | $2.20 | $11.00 | $0.22 | $2.75 |
| OpenAIopenai/flex | $1.00 | $5.00 | $0.10 | $1.25 |
| OpenAIopenai/fast | $4.00 | $20.00 | $0.40 | $5.00 |
| OpenAIopenai | $2.00 | $10.00 | $0.20 | $2.50 |
Each row is a hosting configuration. Open an offer in Providers for its full pricing conditions and additional fees. Endpoint observations may differ from the routing catalog's base price.
Performance
Review reported latency and output-throughput percentiles from the latest observed rolling window.
Time to first token · milliseconds
All latency percentiles 6 endpoints
| Endpoint | P50 | P75 | P90 | P99 |
|---|---|---|---|---|
| Amazon Bedrockamazon-bedrock/us-east-1 | 1,605 ms | 3,129.5 ms | 5,214 ms | 8,858.5 ms |
| Azureazure | 2,497 ms | 3,551 ms | 4,915 ms | 15,355 ms |
| Azureazure/eu | 3,174 ms | 4,246.5 ms | 6,245.6 ms | 8,569.84 ms |
| OpenAIopenai/flex | 2,937 ms | 4,382.5 ms | 7,018.2 ms | 23,304.3 ms |
| OpenAIopenai/fast | 1,816 ms | 3,005 ms | 4,703.6 ms | 11,870.14 ms |
| OpenAIopenai | 1,873 ms | 2,910.25 ms | 4,989.7 ms | 30,672.85 ms |
Output throughput · tokens per second
All throughput percentiles 6 endpoints
| Endpoint | P50 | P75 | P90 | P99 |
|---|---|---|---|---|
| Amazon Bedrockamazon-bedrock/us-east-1 | 71 t/s | 98 t/s | 117 t/s | 213.68 t/s |
| Azureazure | 30 t/s | 46 t/s | 73.9 t/s | 129 t/s |
| Azureazure/eu | 86 t/s | 128 t/s | 153.8 t/s | 161.52 t/s |
| OpenAIopenai/flex | 78 t/s | 97 t/s | 114 t/s | 144 t/s |
| OpenAIopenai/fast | 105.5 t/s | 132.75 t/s | 150 t/s | 179.43 t/s |
| OpenAIopenai | 81 t/s | 92 t/s | 101 t/s | 130 t/s |
Percentiles describe the observed request distribution. These are snapshots of a rolling window, not a historical time series.
Uptime
Compare successful request rates across the latest 5-minute, 30-minute, and 24-hour observations.
Reported by OpenRouter at the time of collection; rate-limited requests are excluded. A dash means no measurement was reported. This is not a live availability check.
Benchmarks
Review attributed evaluation results on each source's original scale.
openai/gpt-6-solObserved Sources: Artificial Analysis and Design Arena, via OpenRouter. Scores retain their original scales and are not OpenAI Suite ratings.
Detailed evaluations
| Evaluation | Configuration | Source | Results | Details |
|---|---|---|---|---|
| gpqa diamond | OpenAI: GPT-6 Solopenai/gpt-6-sol-20260922 | OpenRouter | 91.919% | Details |
| tau bench verified airline | OpenAI: GPT-6 Solopenai/gpt-6-sol-20260922 | OpenRouter | 69.333% | Details |
| Composite indices | GPT-6 Sol (Max)openai/gpt-6-sol-20260922 | Artificial Analysis | Intelligence 47.6 · Coding — · Agentic — | Details |
Sources: Artificial Analysis, Design Arena and OpenRouter. Evaluation configurations and scales differ; results are not interchangeable. Updated Oct 17, 2026.
Apps & session costs
Compare observed median session costs for applications using this model, grouped by conversation length.
| Application | Model route | Turns | Median cost / session | Details |
|---|---|---|---|---|
| Claude Code | openai/gpt-6-sol-20260922 | 2–9 turns | $0.07741 | Details |
| Hermes Agent | openai/gpt-6-sol-20260922 | 2–9 turns | $0.061705 | Details |
| Hermes Agent | openai/gpt-6-sol-20260922 | 10–49 turns | $0.415001 | Details |
| Codex | openai/gpt-6-sol-20260922 | 1 turn | $0.024999 | Details |
| Hermes Agent | openai/gpt-6-sol-20260922 | 50+ turns | $2.813844 | Details |
| Codex | openai/gpt-6-sol-20260922 | 2–9 turns | $0.110028 | Details |
| Codex | openai/gpt-6-sol-20260922 | 50+ turns | $3.268094 | Details |
| Hermes Agent | openai/gpt-6-sol-20260922 | 1 turn | $0.009756 | Details |
| Codex | openai/gpt-6-sol-20260922 | 10–49 turns | $0.577603 | Details |
Source: OpenRouter, as of Oct 12, 2026. Published under CC BY 4.0. These are observed costs per session, not token prices or a forecast for your workload. Apps are compared separately.
Activity
Daily prompt and completion tokens reported for this model's routes in OpenRouter's top 50. Missing days have no published value.
135,459,349,412 tokens
193,889,714,229 tokens
166,816,404,716 tokens
119,384,901,212 tokens
139,728,899,794 tokens
236,333,919,134 tokens
221,474,173,948 tokens
163,697,921,311 tokens
125,047,551,357 tokens
172,659,428,818 tokens
157,344,216,245 tokens
79,301,127,491 tokens
144,048,667,234 tokens
112,425,819,693 tokens
139,030,660,930 tokens
156,453,835,815 tokens
132,760,812,389 tokens
88,992,928,438 tokens
62,628,633,009 tokens
60,264,756,800 tokens
67,518,774,160 tokens
78,116,060,223 tokens
99,853,157,367 tokens
65,258,179,736 tokens
Daily observations · 24 days
| Date (UTC) | Reported tokens | Reported routes |
|---|---|---|
| Oct 16, 2026 | 65,258,179,736 | 1 |
| Oct 15, 2026 | 99,853,157,367 | 1 |
| Oct 14, 2026 | 78,116,060,223 | 1 |
| Oct 13, 2026 | 67,518,774,160 | 1 |
| Oct 12, 2026 | 60,264,756,800 | 1 |
| Oct 11, 2026 | 62,628,633,009 | 1 |
| Oct 10, 2026 | 88,992,928,438 | 1 |
| Oct 9, 2026 | 132,760,812,389 | 1 |
| Oct 8, 2026 | 156,453,835,815 | 1 |
| Oct 7, 2026 | 139,030,660,930 | 1 |
| Oct 6, 2026 | 112,425,819,693 | 1 |
| Oct 5, 2026 | 144,048,667,234 | 1 |
| Oct 4, 2026 | 79,301,127,491 | 1 |
| Oct 3, 2026 | 157,344,216,245 | 1 |
| Oct 2, 2026 | 172,659,428,818 | 1 |
| Oct 1, 2026 | 125,047,551,357 | 1 |
| Sep 30, 2026 | 163,697,921,311 | 1 |
| Sep 29, 2026 | 221,474,173,948 | 1 |
| Sep 28, 2026 | 236,333,919,134 | 1 |
| Sep 27, 2026 | 139,728,899,794 | 1 |
| Sep 26, 2026 | 119,384,901,212 | 1 |
| Sep 25, 2026 | 166,816,404,716 | 1 |
| Sep 24, 2026 | 193,889,714,229 | 1 |
| Sep 23, 2026 | 135,459,349,412 | 1 |
Source: OpenRouter (openrouter.ai/rankings), as of Oct 17, 2026. CC BY 4.0. Totals include only individually published routes. Tokenizers differ by provider; the aggregated “other” category is never assigned to a model.
Technical details & API
Explore specifications, supported parameters, reasoning controls, and API identifiers for each OpenRouter route.
openai/gpt-6-solObserved - Context
- 1,050,000
- Maximum output
- 128,000
- Tokenizer
- GPT
- Input
- file, image, text
- Output
- text
- Moderation
- Yes
- Added to OpenRouter
- 2026-09-22
https://openrouter.ai/api/v1openai/gpt-6-solopenai/gpt-6-sol-20260922Reasoning
- Required
- No
- Enabled by default
- Yes
- Default effort
- medium
- Supported efforts
- max, xhigh, high, medium, low, none
Supported parameters
include_reasoningmax_completion_tokensmax_tokensreasoningreasoning_effortresponse_formatseedstructured_outputstool_choicetoolsverbosity
Frequently asked questions
Answers based on the model metadata and serving offers currently in the catalog.
How much does GPT-6 Sol cost?
Listed rates start at $0.00 per million input tokens and $0.00 per million output tokens. Prices vary by provider and configuration; see Pricing for details.
Which providers offer GPT-6 Sol?
There are 45 cataloged offers across 34 providers. Compare model IDs, prices and limits in Providers.
What is the context window?
The cataloged model context is 1,050,000 tokens. Each serving endpoint may apply a different limit.
Does it support tools and structured output?
Tool calling: Yes. Structured output: Yes. Support can vary by endpoint.
Catalog history · 1 recorded revision
Metadata observations since this model was first cataloged. These are not model release versions.
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