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Claude Opus 4.8 vs GPT-4 Turbo 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 4.8 and GPT-4 Turbo Preview.

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-4 Turbo Preview

The preview GPT-4 model with improved instruction following, JSON mode, reproducible outputs, parallel function calling, and more. Training data: up to Dec 2023. **Note:** heavily rate limited by OpenAI while...

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Technical Specifications

SpecificationClaude Opus 4.8GPT-4 Turbo Preview
ProviderAnthropicOpenAI
Context Window1,000,000 tokens128,000 tokens
Agent Suitability97/100N/A
Time to First Token (TTFT)520 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-05-272024-01-25

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.8

$5.00

GPT-4 Turbo Preview

$10.00

Output Price per Million Tokens

Claude Opus 4.8

$25.00

GPT-4 Turbo Preview

$30.00

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-4 Turbo Preview
HumanEvalPython coding & logic synthesis
9720.0%vsN/A
Claude Opus 4.8
GPT-4 Turbo Preview
MATHComplex mathematical problem solving
9410.0%vsN/A
Claude Opus 4.8
GPT-4 Turbo Preview
GPQAGraduate-level expert reasoning
8650.0%vsN/A
Claude Opus 4.8
GPT-4 Turbo Preview
HellaSwagCommonsense reasoning and inference
9920.0%vsN/A
Claude Opus 4.8
GPT-4 Turbo Preview
MT-BenchMulti-turn conversation flow quality
980.0%vsN/A
Claude Opus 4.8
GPT-4 Turbo Preview

Claude Opus 4.8 Quirks & Gotchas

  • โ–ธBest-in-class for autonomous code repair and multi-agent orchestration
  • โ–ธPreview model โ€” API may introduce breaking changes without notice

GPT-4 Turbo Preview Quirks & Gotchas

No developer gotchas reported.