By the toolist.ai editors. Researched from public sources, not hands-on tested by toolist.ai. Updated October 6, 2026; prices checked October 6, 2026.
GPT-6.1 Sol vs GPT-6 Sol
Verdict
Switch to GPT-6.1 Sol. It costs the same $2 and $10 per million tokens, halves the cached-input price to $0.10, and scores higher on seven of the eight Artificial Analysis benchmarks both have. Stay on GPT-6 Sol only if you rely on the "none" effort level or need its faster output at max effort.
Verdict based on published prices, limits and benchmarks, not on our own tests.
Choose GPT-6.1 Sol if
- You want the stronger model at the same price (51.8 against 47.6 on the Intelligence Index)
- Your prompts repeat: cached input costs $0.10 per million tokens against $0.20
- You run coding agents (56.1% against 43.9% on Terminal-Bench 4.0)
Choose GPT-6 Sol if
- Your calls use the "none" effort level, for example function calling through Chat Completions; GPT-6.1 Sol dropped it
- You need speed at max effort (about 100 tokens a second against 59)
- Your work leans on scientific coding, the one shared benchmark it leads (57.6% against 54.2% on SciCode)
Price
Input costs the same on both. Output costs the same on both.
| Per million tokens | GPT-6.1 Sol | GPT-6 Sol |
|---|---|---|
| Input | $2 source | $2 source |
| Cached input | $0.10 source | $0.20 source |
| Output | $10 source | $10 source |
GPT-6.1 Sol: Prompts over 272,000 input tokens are billed at twice the input rate and 1.5 times the output rate for the whole request. Batch and Flex processing cost half; Fast mode costs double.
GPT-6 Sol: Prompts over 272,000 input tokens are billed at twice the input rate and 1.5 times the output rate for the whole request. Batch and Flex cost half; Fast mode costs double.
Worked example: what a month costs
We priced three monthly workloads at the standard rates. The provider does not publish these figures.
| Workload | GPT-6.1 Sol | GPT-6 Sol |
|---|---|---|
| Support chatbot 100,000 replies, each 3,000 input and 400 output tokens, no caching (300M in, 40M out) | $1,000 | $1,000 |
| Document Q&A 5,000 questions over the same 60,000-token document set (90% cache hits), 800 output tokens each (300M in, 4M out) | $127 | $154 |
| Coding agent 200 tasks, each 1.5 million input tokens (90% cache hits) and 50,000 output tokens (300M in, 10M out) | $187 | $214 |
Price your own workload
| Model | Cost a month |
|---|---|
| GPT-6.1 Sol | $150 |
| GPT-6 Sol | $150 |
Standard API prices, no batch or priority discounts. Cached input is billed at the cache-read price; cache-write charges are not included. Reasoning models bill their thinking as output tokens.
Limits and release dates
| GPT-6.1 Sol | GPT-6 Sol | |
|---|---|---|
| Released | September 29, 2026 source | September 22, 2026 source |
| Context window | 1,050,000 tokens source | 1,050,000 tokens source |
| Maximum output | 128,000 tokens source | 128,000 tokens source |
| Knowledge cutoff | April 30, 2026 source | April 20, 2026 source |
| Input and output | Text and images in; text out source | Text and images in; text out source |
| API model name | gpt-6.1-sol | gpt-6-sol |
Benchmarks
Scores as published by the provider or measured by Artificial Analysis; higher is better. A dash means no score was published.
| Benchmark | GPT-6.1 Sol | GPT-6 Sol |
|---|---|---|
| Artificial Analysis Intelligence Index max effort | 51.8 source | 47.6 source |
| Intelligence Index at everyday effort medium effort, the API default | 47.8 source | 39.8 source |
| Coding Agent Index Codex harness, max effort | 60.1 source | 56.7 source |
| Terminal-Bench 4.0 max effort | 56.1% source | 43.9% source |
| Humanity's Last Exam max effort | 52.9% source | 47.9% source |
| GDPval-AA v2.1 (Elo) max effort | 1575 source | 1510 source |
| SciCode max effort | 54.2% source | 57.6% source |
| Terminal-Bench-Science 0.1 max effort | 58.1% source | 30.0% source |
| Output speed | 48.8 tokens/s (medium effort, OpenAI API) source | 99.8 tokens/s (max effort, OpenAI API; no medium-effort figure is published) source |
Benchmark and speed data from Artificial Analysis where linked.
Read more
- GPT-6.1 Sol: price, context window and benchmarks
- GPT-6 Sol: price, context window and benchmarks
- GPT-6.1 Sol vs Claude Opus 5.5
- GPT-6.1 Sol vs GPT-6 Astra
- AI model API price table
Sources
- OpenAI API docs: GPT-6.1 Sol (checked 2026-10-06)
- OpenAI API docs: Pricing (checked 2026-10-06)
- OpenAI API docs: Changelog (checked 2026-10-06)
- OpenAI API docs: Reasoning models (checked 2026-10-06)
- OpenAI API docs: GPT-6.1 Sol vs GPT-6 Sol (checked 2026-10-06)
- ChatGPT docs: Models (checked 2026-10-06)
- Artificial Analysis: GPT-6.1 Sol (max) (checked 2026-10-06)
- Artificial Analysis: GPT-6.1 Sol (medium) (checked 2026-10-06)
- Artificial Analysis: GPT-6.1 Sol vs GPT-6 Astra (checked 2026-10-06)
- Artificial Analysis: Coding agents (checked 2026-10-06)
- OpenRouter: GPT-6.1 Sol (checked 2026-10-06)
- OpenAI API docs: GPT-6 Sol (checked 2026-10-06)
- Artificial Analysis: GPT-6 Sol (max) (checked 2026-10-06)
- Artificial Analysis: GPT-6 Sol (medium) (checked 2026-10-06)
- Artificial Analysis: GPT-6.1 Sol vs GPT-6 Sol (checked 2026-10-06)
- OpenRouter: GPT-6 Sol (checked 2026-10-06)