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Claude Opus 4.8 vs o3 Deep Research

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 o3 Deep Research.

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

o3 Deep Research

o3-deep-research is OpenAI's advanced model for deep research, designed to tackle complex, multi-step research tasks. Note: This model always uses the 'web_search' tool which adds additional cost.

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Technical Specifications

SpecificationClaude Opus 4.8o3 Deep Research
ProviderAnthropicOpenAI
Context Window1,000,000 tokens200,000 tokens
Agent Suitability97/100N/A
Time to First Token (TTFT)520 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-05-272025-10-10

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.8

$5.00

o3 Deep Research

$10.00

Output Price per Million Tokens

Claude Opus 4.8

$25.00

o3 Deep Research

$40.00

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
o3 Deep Research
HumanEvalPython coding & logic synthesis
9720.0%vsN/A
Claude Opus 4.8
o3 Deep Research
MATHComplex mathematical problem solving
9410.0%vsN/A
Claude Opus 4.8
o3 Deep Research
GPQAGraduate-level expert reasoning
8650.0%vsN/A
Claude Opus 4.8
o3 Deep Research
HellaSwagCommonsense reasoning and inference
9920.0%vsN/A
Claude Opus 4.8
o3 Deep Research
MT-BenchMulti-turn conversation flow quality
980.0%vsN/A
Claude Opus 4.8
o3 Deep Research

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

o3 Deep Research Quirks & Gotchas

No developer gotchas reported.