GPT-6 Sol vs GPT-6.1 Sol
MultiLangBench?lab
GPT-6 Sol57.7
GPT-6.1 Sol67.5
| Benchmark | GPT-6 Sol | GPT-6.1 Sol |
|---|---|---|
| Terminal-Bench 4.0 | 18.7 | 48 |
| DeepSWE 1.1 | 70.5 · max | 72.3 · max |
| WebDev Arena | 1,683 · max | 1,753 · max |
| SciCode | 53.8 | 53.2 |
| Terminal-Bench Science 0.1 | 8.6 | 37.1 |
| MultiLangBenchlab | 57.7 | 67.5 |
| FrontierCode 1.1 | — | 43.3 |
| SWE-bench Pro (v2 full) | — | 96.1 · xhigh |
Specs
| Spec | GPT-6 Sol | GPT-6.1 Sol |
|---|---|---|
| Input, per 1M | $2 | $2 |
| Output, per 1M | $10 | $10 |
| Cost per task? | $0.25 | $0.21 |
| Speed, tok/s | — | 52 |
| Context | 1.05M | 1.05M |
| Weights | Closed | Closed |
| Released | Sep 2026 | Sep 2026 |
| See images | ✓ | ✓ |
| Read PDFs | Partial | Partial |
| Hear audio | — | — |
| Watch video | — | — |
| Call tools | ✓ | ✓ |
| Force a tool call | Partial | Partial |
| Return strict JSON | ✓ | ✓ |
| Search the web | ? | ✓ |
| Run code | ? | ✓ |
| Use a computer | ? | ✓ |
What breaks when you switch
GPT-6 Sol → GPT-6.1 Sol
Remove unsupported parameters›
With reasoning enabled, remove temperature, top_p and top_logprobs, plus Chat Completions logprobs or Responses message.output_text.logprobs includes.
Responses API for tool calling · Chat Completions›
Use Responses for tools; Chat Completions supports this model without tool calling.
No none or minimal reasoning›
The none and minimal reasoning efforts are unsupported; choose low, medium, high, xhigh or max.
More than 272K input tokens›
Prompts above 272K input tokens charge 2× input and cache rates and 1.5× output rates for the entire request.
Cache writes billed at 1.25x›
Cache writes cost 1.25× the uncached input token rate.
Ultrafast prices 6x Standard›
Ultrafast mode costs 6× Standard token prices.
GPT-6.1 Sol → GPT-6 Sol
Nothing known.