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Claude Opus 4.8 vs GPT 5.4 Pro

At a glance
AnthropicClaude Opus 4.8

Anthropic's most capable Opus yet, built for long-horizon autonomous agents and frontier coding.

891M ctx$5.00/$25.00 per M#4/92
OpenAIGPT 5.4 Pro

OpenAI's most advanced reasoning model, built on GPT 5.4's unified architecture.

891.1M ctx$30.00/$180.00 per M#5/92
AI Output
All AI outputs

No captured outputs for these models yet.

Benchmarks
See rankings
AnthropicClaude Opus 4.8
Reasoning
AgenticInsufficient data
Sources:Epoch ECI·Epoch AI·Provider·OpenRouter· as of 2026-07-10
SmarterCheaper
Capability
CapabilityECI89.2
Reasoning & Knowledge
Graduate Science91.0%Factual Recall39.5%
Math
Competition Math98.3%Research Math47.2%
Coding
Real-World Coding88.6%
Agentic
Novel Reasoning72.1%
OpenAIGPT 5.4 Pro
Reasoning
CodingInsufficient data
AgenticInsufficient data
MathInsufficient data
Sources:Epoch ECI·Epoch AI·OpenRouter· as of 2026-07-10
Capability
CapabilityECI89.1
Reasoning & Knowledge
Graduate Science94.6%Factual Recall47.8%
Math
Competition Math—Research Math50.0%
Coding
Real-World Coding—
Agentic
Novel Reasoning83.3%
Specs
AnthropicClaude Opus 4.8
1M
Context
128K
Max output
May 2026
Released
OpenAIGPT 5.4 Pro
1.1M
Context
128K
Max output
Mar 2026
Released
Capabilities
AnthropicClaude Opus 4.8
Vision
Audio
Reasoning
OpenAIGPT 5.4 Pro
Vision
Audio
Reasoning
Pricing
AnthropicClaude Opus 4.8
Live pricing, shown before you run
Input$5.00/M tokens
Output$25.00/M tokens
Cache read$0.50/M tokens
Cache write$6.25/M tokens
Web search$0.01/search
OpenAIGPT 5.4 Pro
Live pricing, shown before you run
Input$30.00/M tokens
Output$180.00/M tokens
Web search$0.01/search
Chat with Claude Opus 4.8Go to model
Chat with GPT 5.4 ProGo to model
Frequently Asked Questions: Claude Opus 4.8 vs GPT 5.4 Pro▼

Which is better, Claude Opus 4.8 or GPT 5.4 Pro?

▼

Based on the Capability Index, Claude Opus 4.8 scores higher (89.2 vs 89.1). However, "better" depends on your use case — pricing, speed, context window, and specific capability needs all matter.

Which is cheaper, Claude Opus 4.8 or GPT 5.4 Pro?

▼

Claude Opus 4.8 has a lower blended cost. Claude Opus 4.8: $5.00 input / $25.00 output. GPT 5.4 Pro: $30.00 input / $180.00 output.

Which has a larger context window, Claude Opus 4.8 or GPT 5.4 Pro?

▼

GPT 5.4 Pro has a larger context window: Claude Opus 4.8 supports 1M tokens vs GPT 5.4 Pro at 1.1M tokens.

Do both Claude Opus 4.8 and GPT 5.4 Pro support vision?

▼

Yes, both Claude Opus 4.8 and GPT 5.4 Pro support vision/image input.

What are the key differences between Claude Opus 4.8 and GPT 5.4 Pro?

▼

Key differences: Claude Opus 4.8 is significantly cheaper. Compare full specs on this page.

Which model should I choose for my use case?

▼

If cost is your priority, choose the cheaper option. If you need the highest intelligence for complex tasks, pick the higher-scoring model. For long documents or codebases, choose the larger context window. You can try both Claude Opus 4.8 and GPT 5.4 Pro for free on idapt.app to see which performs better for your specific needs.

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