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Claude Sonnet 4 vs GPT 6.1 Sol Pro

At a glance

Significantly enhanced over Sonnet 3.7 in coding and reasoning tasks.

75200K ctx$3.00/$15.00 per M#43/92

OpenAI's GPT-6.1 Sol served in pro reasoning mode for the hardest problems.

1.1M ctx$2.00/$10.00 per M
Demos
All demos

No shared demos for these models yet.

AI Output
All AI outputs

No captured outputs for these models yet.

Benchmarks
See rankings
Reasoning
CodingInsufficient data
AgenticInsufficient data
Sources:Epoch ECI·Epoch AI·OpenRouter· as of 2026-10-02
Capability
CapabilityECI74.7
Reasoning & Knowledge
Graduate Science66.7%
Math
Math Problems84.4%Competition Math28.9%Research Math4.1%
Coding
Code Editing56.4%
Agentic
Novel Reasoning1.3%
Reasoning
CodingInsufficient data
AgenticInsufficient data
ReasoningInsufficient data
MathInsufficient data
Sources:OpenRouter
Cheaper33%
Capability
Capability—
Reasoning & Knowledge
Graduate Science—
Math
Math Problems—Competition Math—Research Math—
Coding
Code Editing—
Agentic
Novel Reasoning—
Specs
200K
Context
64K
Max output
May 2025
Released
1.1M
Context
128K
Max output
Sep 2026
Released
Capabilities
Vision
Audio
Reasoning
Vision
Audio
Reasoning
Pricing
Live pricing, shown before you run
Input$3.00/M tokens
Output$15.00/M tokens
Cache read$0.30/M tokens
Cache write$3.75/M tokens
Web search$0.01/search
Live pricing, shown before you run
Input33%$2.00/M tokens
Output33%$10.00/M tokens
Cache read67%$0.10/M tokens
Cache write33%$2.50/M tokens
Web search$0.01/search
Chat with Claude Sonnet 4Go to model
Chat with GPT 6.1 Sol ProGo to model
Frequently Asked Questions: Claude Sonnet 4 vs GPT 6.1 Sol Pro▼

Which is better, Claude Sonnet 4 or GPT 6.1 Sol Pro?

▼

Both Claude Sonnet 4 and GPT 6.1 Sol Pro are capable AI models. The best choice depends on your specific use case: consider pricing, context window, speed, and which capabilities (vision, reasoning, audio) you need.

Which is cheaper, Claude Sonnet 4 or GPT 6.1 Sol Pro?

▼

GPT 6.1 Sol Pro has a lower blended cost. Claude Sonnet 4: $3.00 input / $15.00 output. GPT 6.1 Sol Pro: $2.00 input / $10.00 output.

Which has a larger context window, Claude Sonnet 4 or GPT 6.1 Sol Pro?

▼

GPT 6.1 Sol Pro has a larger context window: Claude Sonnet 4 supports 200K tokens vs GPT 6.1 Sol Pro at 1.1M tokens.

Do both Claude Sonnet 4 and GPT 6.1 Sol Pro support vision?

▼

Yes, both Claude Sonnet 4 and GPT 6.1 Sol Pro support vision/image input.

What are the key differences between Claude Sonnet 4 and GPT 6.1 Sol Pro?

▼

Claude Sonnet 4 and GPT 6.1 Sol Pro have similar overall capabilities. The main differences lie in pricing, context window size, and provider-specific strengths. Use this comparison page to review all metrics side by side.

Which model should I choose for my use case?

▼

If cost is your priority, choose the cheaper option. If you need the highest intelligence for complex tasks, pick the higher-scoring model. For long documents or codebases, choose the larger context window. You can try both Claude Sonnet 4 and GPT 6.1 Sol Pro for free on idapt.app to see which performs better for your specific needs.

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