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Claude Opus 4.8 vs GPT-5.6 Terra Pro

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-5.6 Terra Pro.

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-5.6 Terra Pro

GPT-5.6 Terra Pro is the same underlying model as [GPT-5.6 Terra](https://openrouter.ai/openai/gpt-5.6-terra), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks. Learn more in OpenAI's docs: https://developers.openai.com/api/docs/guides/reasoning#reasoning-mode

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Technical Specifications

SpecificationClaude Opus 4.8GPT-5.6 Terra Pro
ProviderAnthropicOpenAI
Context Window1,000,000 tokens1,050,000 tokens
Agent Suitability97/100N/A
Time to First Token (TTFT)520 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetabeta
API AvailableYesYes
Released Date2026-05-272026-07-09

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.8

$5.00

GPT-5.6 Terra Pro

$2.50

Output Price per Million Tokens

Claude Opus 4.8

$25.00

GPT-5.6 Terra Pro

$15.00

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-5.6 Terra Pro
HumanEvalPython coding & logic synthesis
9720.0%vsN/A
Claude Opus 4.8
GPT-5.6 Terra Pro
MATHComplex mathematical problem solving
9410.0%vsN/A
Claude Opus 4.8
GPT-5.6 Terra Pro
GPQAGraduate-level expert reasoning
8650.0%vsN/A
Claude Opus 4.8
GPT-5.6 Terra Pro
HellaSwagCommonsense reasoning and inference
9920.0%vsN/A
Claude Opus 4.8
GPT-5.6 Terra Pro
MT-BenchMulti-turn conversation flow quality
980.0%vsN/A
Claude Opus 4.8
GPT-5.6 Terra Pro

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-5.6 Terra Pro Quirks & Gotchas

No developer gotchas reported.