GPT-6.1 Sol vs Claude Opus 5.5
Which one to choose
Pick GPT-6.1 Sol for repository-scale coding and terminal-driven science tasks where you want reasoning effort from low up to max, and your inputs are text. Pick Claude Opus 5.5 when screenshots, schema-bound output or hours-long autonomous runs are part of the job. The deciding factor is input and output flexibility: Opus 5.5 reads images and supports schema output, while GPT-6.1 Sol takes text only.
Pricing comparison
| GPT-6.1 Sol | Claude Opus 5.5 | |
|---|---|---|
| Model maker | OpenAI | Anthropic |
| Delivery availability | Available | Available |
| Context window | 1.05M | 1M |
| Max output | 128K | 128K |
| Official price | Input$2.00per 1M tokensOutput$10.00per 1M tokens | Input$4.00per 1M tokensOutput$20.00per 1M tokens |
| TokenLab price | Input$0.60per 1M tokensOutput$3.00per 1M tokens | Input$1.20per 1M tokensOutput$6.00per 1M tokens |
| Model performance | Collecting data |
|
| Capabilities | CodePrompt CacheReasoningTool use | JSON modePrompt CacheReasoningTool useVision |
Choose GPT-6.1 Sol when
- Your tickets and codebases are all text and you want the model to plan, edit and test.
- You want five reasoning levels, from low to max, to tune effort per task.
- You run terminal-driven analyses and want the model to fix environment errors and report findings.
Choose Claude Opus 5.5 when
- Your agents read screenshots of desktop or browser software.
- You need JSON bound to a schema in the response.
- You hand off multi-hour work, such as auditing an architecture, and review the result afterwards.
How they differ
| Aspect | GPT-6.1 Sol | Claude Opus 5.5 |
|---|---|---|
| Inputs | Text only, so image jobs need another model. | Text and images in one request. |
| Structured output | No schema-constrained JSON output. | Supports output bound to a response schema. |
| Reasoning control | Effort runs from low to max with medium as the default; it cannot be set to none. | Adaptive thinking is always on, with medium as the default effort. |
| Tool calling | Calls tools and takes effort settings for agent loops. | Tools work, but forcing a specific tool call returns an error. |
| Positioning | OpenAI frames it as near its top GPT-6 Astra model for coding and computer use, and recommends it for new GPT-6 projects. | Anthropic frames it as its Opus model for long-running agentic coding and knowledge work. |
Summary
- GPT-6.1 Sol: Input $0.60 / Output $3.00 per 1M tokens; Claude Opus 5.5: Input $1.20 / Output $6.00 per 1M tokens. Rates depend on the billing unit, specification, and usage. Compare matching conditions in the model's detailed pricing; a single rate does not determine the total cost.
FAQ
Which is better for coding, GPT-6.1 Sol or Claude Opus 5.5?
Both are aimed at agentic coding. GPT-6.1 Sol suits text-only repository tasks with adjustable effort. Opus 5.5 suits runs that last hours or that need screenshots. Compare them on a real ticket from your own backlog.
Can GPT-6.1 Sol read images?
No, it accepts text only. If a workflow includes screenshots or scanned pages, use Claude Opus 5.5 for those steps and keep GPT-6.1 Sol for the text-only coding work.
Do I need to change my code to move from one to the other?
Yes, in places. GPT-6.1 Sol has effort levels, while Opus 5.5 always thinks and errors on forced tool use. Re-test the agent loop after switching.
Which is the newer model?
Opus 5.5 was released on September 22, 2026 and GPT-6.1 Sol a week later, but they come from different makers and neither is the predecessor or successor of the other.
Which is cheaper, GPT-6.1 Sol or Claude Opus 5.5?
GPT-6.1 Sol: Input $0.60 / Output $3.00 per 1M tokens; Claude Opus 5.5: Input $1.20 / Output $6.00 per 1M tokens. Rates depend on the billing unit, specification, and usage. Compare matching conditions in the model's detailed pricing; a single rate does not determine the total cost.
What are the key differences between GPT-6.1 Sol and Claude Opus 5.5?
GPT-6.1 Sol: Code. Claude Opus 5.5: JSON mode, Vision
Sources
- Introducing GPT-6.1 Sol
- Using GPT-6 (model guidance)
- Introducing Claude Opus 5.5
- Claude Opus 5.5 model overview
Reviewed Oct 2, 2026