GPT-5.6 Sol vs Claude Sonnet 5
Which one to choose
Pick GPT-5.6 Sol for the hardest coding, scientific and long-agent work, where reasoning depth matters more than reply speed. Pick Claude Sonnet 5 for an everyday agent that codes, plans and browses, and that checks its own output without being asked. The deciding factor is tier: Sol is the top of the GPT-5.6 family, while Sonnet 5 is Anthropic's mid-tier model. Both read images, call tools and return structured JSON.
Pricing comparison
| GPT-5.6 Sol | Claude Sonnet 5 | |
|---|---|---|
| Model maker | OpenAI | Anthropic |
| Delivery availability | Available | Available |
| Context window | 1.05M | 1M |
| Max output | 128K | 128K |
| Official price | Input$4.00per 1M tokensOutput$20.00per 1M tokens | Input$2.00per 1M tokensOutput$10.00per 1M tokens |
| Verified price | Input$1.20per 1M tokensOutput$6.00per 1M tokens | Input$0.70per 1M tokensOutput$3.50per 1M tokens |
| Model performance |
|
|
| Capabilities | CodeJSON modePrompt CacheReasoningTool useVision | JSON modePrompt CacheReasoningTool useVision |
Choose GPT-5.6 Sol when
- You hand the model scientific or technical analysis where a shallow answer is unusable.
- You want to set reasoning effort per turn and spend deep thinking only where it pays.
- You run long agent sessions over a repository and accept a slower, heavier model for them.
Choose Claude Sonnet 5 when
- You want an agent that writes a reproducing test, fixes the bug and confirms the fix on its own.
- Your work is browsing, comparing sources and compiling a sourced answer to an open question.
- You prefer a mid-tier model for daily issue-to-fix coding work rather than a flagship.
How they differ
| Aspect | GPT-5.6 Sol | Claude Sonnet 5 |
|---|---|---|
| Model tier | The flagship of the GPT-5.6 family, above Terra and Luna, aimed at the most demanding work. | Anthropic's mid-tier model, built as the everyday agent model rather than the top Claude tier. |
| Working style | Built for long agent sessions where deep, sustained reasoning is the point. | Anthropic describes it as checking its own work and finishing tasks where earlier models stopped short. |
| Sampling controls | Behaviour is steered through the reasoning setting, not through sampling values. | Non-default temperature, top_p or top_k values are rejected, so remove those settings from existing code. |
| Research and browsing | Strongest in scientific analysis and complex professional documents. | Anthropic highlights agentic web search, where it is reported to match its larger Opus sibling at medium effort. |
| Lifecycle | OpenAI lists the GPT-5.6 family as legacy and points new projects to GPT-6. | Anthropic's newer Sonnet 5.5 is the current Sonnet, so this one suits integrations already built on it. |
Summary
- GPT-5.6 Sol: Input $1.20 / Output $6.00 per 1M tokens; Claude Sonnet 5: Input $0.70 / Output $3.50 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
Is GPT-5.6 Sol better than Claude Sonnet 5?
They sit in different tiers. GPT-5.6 Sol is OpenAI's flagship for deep, complex work, and Claude Sonnet 5 is Anthropic's mid-tier everyday agent model. Pick Sol when depth decides the result, and Sonnet 5 when you want a steady coding and browsing agent.
Which is better for coding agents?
Both target agentic coding. Sol suits long multi-file sessions that need heavy reasoning; Sonnet 5 suits day-to-day issue fixing where the model writes a test and checks its own change. Run both on your own repository tasks to see which finishes more cleanly.
Can I swap one for the other without changing prompts?
Not safely. Sonnet 5 rejects non-default temperature, top_p and top_k, while Sol is steered through reasoning effort. Prompts tuned for one usually need a pass on tool descriptions and output format before the other behaves the same way.
Are these the newest models of their makers?
No. OpenAI now recommends GPT-6 models for new builds, and Anthropic's Sonnet 5.5 has replaced Sonnet 5 as the current Sonnet. Choose these two when you already depend on them or have measured them on your own tasks.
Which is cheaper, GPT-5.6 Sol or Claude Sonnet 5?
GPT-5.6 Sol: Input $1.20 / Output $6.00 per 1M tokens; Claude Sonnet 5: Input $0.70 / Output $3.50 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-5.6 Sol and Claude Sonnet 5?
GPT-5.6 Sol: Code
Sources
- GPT-5.6: Frontier intelligence that scales with your ambition
- Using GPT-6 (model guidance)
- Introducing Claude Sonnet 5
- Claude Sonnet 5 model overview
Reviewed Oct 2, 2026