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Claude Opus 4 vs GPT-5.1-Codex-Max

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 and GPT-5.1-Codex-Max.

Anthropic

Claude Opus 4

Claude Opus 4 is benchmarked as the world’s best coding model, at time of release, bringing sustained performance on complex, long-running tasks and agent workflows. It sets new benchmarks in...

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OpenAI

GPT-5.1-Codex-Max

GPT-5.1-Codex-Max is OpenAI’s latest agentic coding model, designed for long-running, high-context software development tasks. It is based on an updated version of the 5.1 reasoning stack and trained on agentic...

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Technical Specifications

SpecificationClaude Opus 4GPT-5.1-Codex-Max
ProviderAnthropicOpenAI
Context Window200,000 tokens400,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-05-222025-12-04

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4

$15.00

GPT-5.1-Codex-Max

$1.25

Output Price per Million Tokens

Claude Opus 4

$75.00

GPT-5.1-Codex-Max

$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
9050.0%vsN/A
Claude Opus 4
GPT-5.1-Codex-Max
HumanEvalPython coding & logic synthesis
9300.0%vsN/A
Claude Opus 4
GPT-5.1-Codex-Max
MATHComplex mathematical problem solving
8540.0%vsN/A
Claude Opus 4
GPT-5.1-Codex-Max
GPQAGraduate-level expert reasoning
7230.0%vsN/A
Claude Opus 4
GPT-5.1-Codex-Max
HellaSwagCommonsense reasoning and inference
9650.0%vsN/A
Claude Opus 4
GPT-5.1-Codex-Max
MT-BenchMulti-turn conversation flow quality
945.0%vsN/A
Claude Opus 4
GPT-5.1-Codex-Max

Claude Opus 4 Quirks & Gotchas

No developer gotchas reported.

GPT-5.1-Codex-Max Quirks & Gotchas

No developer gotchas reported.