Claude Sonnet 5.5 vs GPT-6.1 Sol
| Benchmark | Sonnet 5.5 | GPT-6.1 Sol |
|---|---|---|
| Terminal-Bench 4.0 | 43.9 | 48 |
| DeepSWE 1.1 | 70.5 · max | 72.3 · max |
| FrontierCode 1.1 | 44.3 | 49.1 · max |
| WebDev Arena | 1,710 | 1,753 · max |
| SWE-bench Pro (v2 full) | 95.8 · xhigh | 96.1 · xhigh |
| SciCode | 53.7 | 53.2 |
| Terminal-Bench Science 0.1 | 34.3 | 58.1 · max |
| SWE-bench Pro (v2 hard) | 70.6 · xhigh | — |
| MultiLangBenchlab | — | 67.5 |
Specs
| Spec | Sonnet 5.5 | GPT-6.1 Sol |
|---|---|---|
| Input, per 1M | $2 | $2 |
| Output, per 1M | $10 | $10 |
| Cost per task? | $0.88 | $0.21 |
| Speed, tok/s | 106 | 45 |
| Context | 1M | 1.05M |
| Weights | Closed | Closed |
| Released | Sep 2026 | Sep 2026 |
| See images | ✓ | ✓ |
| Read PDFs | ✓ | Partial |
| Hear audio | — | — |
| Watch video | — | — |
| Call tools | ✓ | ✓ |
| Force a tool call | — | Partial |
| Return strict JSON | ✓ | ✓ |
| Search the web | ✓ | ✓ |
| Run code | ✓ | ✓ |
| Use a computer | ✓ | ✓ |
What breaks when you switch
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.
Context: 1.05M → 1M
No forced tool use›
Forced tool_choice any or tool returns HTTP 400; remove the forced choice.
Replace disabled thinking›
Disabled thinking returns HTTP 400; use between_tools for the lowest thinking setting.
No manual thinking budgets›
Manual thinking budgets and extra between_tools fields return HTTP 400; remove manual budgets and send between_tools without display, budget_tokens or block_binding.
Remove sampling parameters›
Non-default temperature, top_p or top_k returns HTTP 400; remove these parameters.
No assistant prefill›
A prefilled final assistant turn returns HTTP 400; remove that prefill.
Old computer tool rejected · Claude API / Google Cloud›
The computer_20251124 tool returns HTTP 400 on the Claude API and Google Cloud; use computer_toolset_20260801 there.