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Claude Opus 4.8 vs GPT 5.4 Nano

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 Nano

Ultra-lightweight GPT-5.4 variant built for speed-critical, high-volume tasks.

79400K ctx$0.20/$1.25 per M#29/92
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
Smarter
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 Nano
Reasoning
CodingInsufficient data
AgenticInsufficient data
Sources:Epoch ECI·Epoch AI·OpenRouter· as of 2026-07-10
Cheaper
Capability
CapabilityECI78.7
Reasoning & Knowledge
Graduate Science78.5%Factual Recall12.0%
Math
Competition Math87.8%Research Math25.9%
Coding
Real-World Coding—
Agentic
Novel Reasoning5.7%
Specs
AnthropicClaude Opus 4.8
1M
Context
128K
Max output
May 2026
Released
OpenAIGPT 5.4 Nano
400K
Context
128K
Max output
Mar 2026
Released
Capabilities
AnthropicClaude Opus 4.8
Vision
Audio
Reasoning
OpenAIGPT 5.4 Nano
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 Nano
Live pricing, shown before you run
Input$0.20/M tokens
Output$1.25/M tokens
Cache read$0.02/M tokens
Web search$0.01/search
Chat with Claude Opus 4.8Go to model
Chat with GPT 5.4 NanoGo to model
Frequently Asked Questions: Claude Opus 4.8 vs GPT 5.4 Nano▼

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

▼

Based on the Capability Index, Claude Opus 4.8 scores higher (89.2 vs 78.7). 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 Nano?

▼

GPT 5.4 Nano has a lower blended cost. Claude Opus 4.8: $5.00 input / $25.00 output. GPT 5.4 Nano: $0.20 input / $1.25 output.

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

▼

Claude Opus 4.8 has a larger context window: Claude Opus 4.8 supports 1M tokens vs GPT 5.4 Nano at 400K tokens.

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

▼

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

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

▼

Key differences: Claude Opus 4.8 has a notably higher capability index (10.5 point gap); GPT 5.4 Nano 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 Nano for free on idapt.app to see which performs better for your specific needs.

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