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Claude Opus 4.6 vs GPT-4o Search Preview

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Claude Opus 4.6 and GPT-4o Search Preview.

Anthropic

Claude Opus 4.6

Opus 4.6 is Anthropic’s strongest model for coding and long-running professional tasks. It is built for agents that operate across entire workflows rather than single prompts, making it especially effective...

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OpenAI

GPT-4o Search Preview

GPT-4o Search Previewis a specialized model for web search in Chat Completions. It is trained to understand and execute web search queries.

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Technical Specifications

SpecificationClaude Opus 4.6GPT-4o Search Preview
ProviderAnthropicOpenAI
Context Window1,000,000 tokens128,000 tokens
Agent Suitability95/100N/A
Time to First Token (TTFT)500 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2026-02-042025-03-12

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.6

$5.00

GPT-4o Search Preview

$2.50

Output Price per Million Tokens

Claude Opus 4.6

$25.00

GPT-4o Search Preview

$10.00

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
9250.0%vsN/A
Claude Opus 4.6
GPT-4o Search Preview
HumanEvalPython coding & logic synthesis
9450.0%vsN/A
Claude Opus 4.6
GPT-4o Search Preview
MATHComplex mathematical problem solving
8890.0%vsN/A
Claude Opus 4.6
GPT-4o Search Preview
GPQAGraduate-level expert reasoning
7980.0%vsN/A
Claude Opus 4.6
GPT-4o Search Preview
HellaSwagCommonsense reasoning and inference
9750.0%vsN/A
Claude Opus 4.6
GPT-4o Search Preview
MT-BenchMulti-turn conversation flow quality
965.0%vsN/A
Claude Opus 4.6
GPT-4o Search Preview

Claude Opus 4.6 Quirks & Gotchas

  • Best for long-context document analysis and legal review
  • Tool calling requires structured prompt — prone to verbose refusal without explicit output schema

GPT-4o Search Preview Quirks & Gotchas

No developer gotchas reported.