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Claude Opus 4.8 vs GPT-5.3-Codex

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 4.8 and GPT-5.3-Codex.

Anthropic

Claude Opus 4.8

Claude Opus 4.8 is Anthropic's most capable generally available model in the Opus family. It supports text, image, and file inputs with text output, with reasoning support and a 1M-token...

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OpenAI

GPT-5.3-Codex

GPT-5.3-Codex is OpenAI’s most advanced agentic coding model, combining the frontier software engineering performance of GPT-5.2-Codex with the broader reasoning and professional knowledge capabilities of GPT-5.2. It achieves state-of-the-art results...

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Technical Specifications

SpecificationClaude Opus 4.8GPT-5.3-Codex
ProviderAnthropicOpenAI
Context Window1,000,000 tokens400,000 tokens
Agent Suitability97/100N/A
Time to First Token (TTFT)520 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-05-272026-02-24

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.8

$5.00

GPT-5.3-Codex

$1.75

Output Price per Million Tokens

Claude Opus 4.8

$25.00

GPT-5.3-Codex

$14.00

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
9540.0%vsN/A
Claude Opus 4.8
GPT-5.3-Codex
HumanEvalPython coding & logic synthesis
9720.0%vsN/A
Claude Opus 4.8
GPT-5.3-Codex
MATHComplex mathematical problem solving
9410.0%vsN/A
Claude Opus 4.8
GPT-5.3-Codex
GPQAGraduate-level expert reasoning
8650.0%vsN/A
Claude Opus 4.8
GPT-5.3-Codex
HellaSwagCommonsense reasoning and inference
9920.0%vsN/A
Claude Opus 4.8
GPT-5.3-Codex
MT-BenchMulti-turn conversation flow quality
980.0%vsN/A
Claude Opus 4.8
GPT-5.3-Codex

Claude Opus 4.8 Quirks & Gotchas

  • Best-in-class for autonomous code repair and multi-agent orchestration
  • Preview model — API may introduce breaking changes without notice

GPT-5.3-Codex Quirks & Gotchas

No developer gotchas reported.