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Anthropic: Claude Opus 4.6 (Fast) vs OpenAI: GPT-5.4 Pro

Head-to-head API cost, context, and performance comparison. Synced at 1:41:21 AM.

Executive Summary

When evaluating Anthropic: Claude Opus 4.6 (Fast) against OpenAI: GPT-5.4 Pro, the pricing structure is a key differentiator. Anthropic: Claude Opus 4.6 (Fast) is approximately 14% more cost-effective per 1 million tokens overall.

However, when looking at raw reasoning capabilities, OpenAI: GPT-5.4 Pro leads with a statistical ELO score of 1658. For tasks involving complex logic, coding, or instruction-following, developers might prefer OpenAI: GPT-5.4 Pro, provided their budget allows for the API burn rate.

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Raw Technical comparison

Metric
Anthropic: Claude Opus 4.6 (Fast)
OpenAI: GPT-5.4 Pro
Performance (ELO)
1642
1658
Input Cost / 1M
$30.00
$30.00
Output Cost / 1M
$150.00
$180.00
Context Window
1,000,000 tokens
1,050,000 tokens

Verdict

If you are looking for pure performance and capability, OpenAI: GPT-5.4 Pro is statistically superior. However, if API burn rate is the primary concern, Anthropic: Claude Opus 4.6 (Fast) wins out aggressively in pricing.

People Also Ask

Is Anthropic: Claude Opus 4.6 (Fast) cheaper than OpenAI: GPT-5.4 Pro?

Yes. Anthropic: Claude Opus 4.6 (Fast) is cheaper for both input and output generation compared to OpenAI: GPT-5.4 Pro. Exploring alternatives often yields cost reductions.

Which model has the larger context window?

The OpenAI: GPT-5.4 Pro model has the advantage in memory, offering a massive 1,050,000 token limit for document ingestion.

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