Claude Opus 5.5 vs GPT-6.1 Sol

GPT-6.1 Sol costs half as much as Claude Opus 5.5 per token: $2 input and $10 output per 1M, against $4 and $20. We have no benchmark score for GPT-6.1 Sol that we can cite, so this comparison rests on price, context and dates, with the published scores for Opus 5.5 shown for reference.

Price and size

GPT-6.1 Sol reads up to 1.05M tokens and Opus 5.5 up to 1M; both write up to 128K tokens in one reply. Cached input is $0.10 on GPT-6.1 Sol and $0.20 on Opus 5.5, so the gap holds with the cache too.

Our feature session costs $10.80 on GPT-6.1 Sol and $21.60 on Opus 5.5, or $2.59 against $5.18 with 90% of prompts cached. A long agent day is $97.50 against $195. Filling the whole window once costs $2.10 against $4.00.

Without benchmarks for GPT-6.1 Sol

Opus 5.5 scored 66.4% on Terminal-Bench 4.0 at xhigh effort, 54.4% on FrontierCode 1.1 at max effort and 67.7% on Humanity's Last Exam with tools. "Not published" for GPT-6.1 Sol below means we found no score we could cite, not that it scored zero. Until there is one, a task from your own repository run on both says more than any table.

The dates are close. Anthropic released Opus 5.5 on 22 September 2026; GPT-6.1 Sol was first listed on the API a week later, on 29 September. In practice the choice often follows the agent you use, since Claude models run in Claude Code and OpenAI's in Codex: Claude Code vs Codex compares the two tools.

Side by side

Claude Opus 5.5 and GPT-6.1 Sol: specifications and prices
Claude Opus 5.5GPT-6.1 Sol
MakerAnthropicOpenAI
Released22 September 2026[1]29 September 2026[2] first API listing
Context window1M tokens[1]1.05M tokens[3]
Max output128K tokens[1]128K tokens[3]
Input price$4 per 1M tokens[1]$2 per 1M tokens[3]
Output price$20 per 1M tokens[1]$10 per 1M tokens[3]
Cached input$0.20 per 1M tokens[4]$0.10 per 1M tokens[3]
Long promptsOne priceOne price
Price changeNone announcedNone announced
Open weightsNo[1] Offered through the Claude API and cloud platforms; no weights are published.No[5] Listed as an API model, not in OpenAI's open-weight section.
Readstext, image[1]text, image[3]

Benchmarks

None of the benchmarks below has a published score for both models. We only show a score we can cite with its source and date; "Not published" means we found none for that model, not that it scored zero.

Published benchmark scores (higher is better)
Claude Opus 5.5GPT-6.1 Sol
Terminal-Bench 4.0Claude Opus 5.5: 66.4%66.4%GPT-6.1 Sol: not publishedFrontierCode 1.1 (Main)Claude Opus 5.5: 54.4%54.4%GPT-6.1 Sol: not publishedHumanity's Last Exam (with tools)Claude Opus 5.5: 67.7%67.7%GPT-6.1 Sol: not published
Benchmarks: Claude Opus 5.5 and GPT-6.1 Sol
BenchmarkClaude Opus 5.5GPT-6.1 Sol
Terminal-Bench 4.0Agentic coding tasks in a real terminal.66.4%[6] Run at xhigh effort.Not published
FrontierCode 1.1 (Main)Hard software engineering tasks.54.4%[6] Max effort.Not published
Humanity's Last Exam (with tools)Expert-level questions across many fields, tools allowed.67.7%[6]Not published

What a coding session costs

Our own estimate from the list prices above, for three sessions we define: a coding agent resends the conversation with every call, so prompts are large and grow. "Cached" assumes 90% of prompt tokens are read from the prompt cache and leaves out cache write fees. A long-prompt price applies when a call's prompt is over its threshold. Work out your own mix with the token cost calculator.

Feature session at list prices, US dollars (lower is cheaper)
Claude Opus 5.5GPT-6.1 Sol
No cachingClaude Opus 5.5: $21.60$21.60GPT-6.1 Sol: $10.80$10.8090% of prompt tokens from cacheClaude Opus 5.5: $5.18$5.18GPT-6.1 Sol: $2.59$2.59
Session costs: Claude Opus 5.5 and GPT-6.1 Sol
SessionClaude Opus 5.5Claude Opus 5.5 cachedGPT-6.1 SolGPT-6.1 Sol cached
Quick fix10 calls of 25K prompt and 1.5K output tokens$1.30$0.45$0.65$0.22
Feature session60 calls of 80K prompt and 2K output tokens$21.60$5.18$10.80$2.59
Long agent day300 calls of 150K prompt and 2.5K output tokens$195$41.10$97.50$20.55

Value for money and release gap

GPT-6.1 Sol is dated 7 days later (GPT-6.1 Sol: first API listing). Price per point divides our feature-session cost by a published score: lower means more score for the money. It is a rough lens, not a ranking.

Value for money: Claude Opus 5.5 and GPT-6.1 Sol
MeasureClaude Opus 5.5GPT-6.1 Sol
Input tokens per $1250K500K
Filling the whole context window once$4.00$2.10

Questions

Is GPT-6.1 Sol cheaper than Claude Opus 5.5?

Yes, half the price per token: $2 against $4 per 1M input tokens and $10 against $20 per 1M output. Our feature session costs $10.80 on GPT-6.1 Sol and $21.60 on Opus 5.5.

Which scores higher, Opus 5.5 or GPT-6.1 Sol?

We can't say yet. Opus 5.5 has published scores on all three benchmarks we track; we found none for GPT-6.1 Sol that we could cite.

Which has the larger context window?

GPT-6.1 Sol, slightly: 1.05M tokens against 1M for Opus 5.5. Both write up to 128K tokens in one reply.

Most compared

Any other two models: pick them in the lists at the top of the page.

More tools

Sources

  1. platform.claude.com: docs/en/models/opus-5-5/overview, read
  2. openrouter.ai: openai/gpt-6.1-sol, read
  3. developers.openai.com: api/docs/models/gpt-6.1-sol, read
  4. platform.claude.com: docs/en/about-claude/pricing, read
  5. developers.openai.com: api/docs/models/all, read
  6. anthropic.com: claude-opus-5-5, read

Numbers from the makers' own pages, checked by hand, last read . List prices in US dollars before tax. Spotted a mistake? office@shuriken.sh.

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