Claude Opus 4.8 vs GPT-5.4
Claude Opus 4.8 and GPT-5.4 are both current production-tier models. GPT-5.4 is meaningfully cheaper at $2.5 / $15 per 1M. Claude Opus 4.8 has a 1M context window — about 3× the 400k of GPT-5.4. Claude Opus 4.8 leads on coding.
Specs side by side
| Metric | Anthropic Claude Opus 4.8 | OpenAI GPT-5.4 |
|---|---|---|
| Input price (per 1M) | $5 | $2.5 |
| Output price (per 1M) | $25 | $15 |
| Context window | 1M tokens | 400k tokens |
| Speed tier | slow | balanced |
| Open weights | No | No |
| EU region | Yes | Yes |
| Free tier | No | No |
| Prompt caching | Yes | Yes |
| Vision input | Yes | Yes |
| Extended thinking | Yes | Yes |
When to choose each
Choose Claude Opus 4.8 if…
- You need 1M context (3× more than GPT-5.4)
- Coding is central to your workload
Choose GPT-5.4 if…
- GPT-5.4 is in the same tier as Claude Opus 4.8 — pick by provider preference or API ecosystem
Benchmark delta
Claude Opus 4.8 leads on
- Coding
GPT-5.4 leads on
GPT-5.4 has no meaningful benchmark lead in this pair.
FAQ — Claude Opus 4.8 vs GPT-5.4
Claude Opus 4.8 vs GPT-5.4 — which is better?
Claude Opus 4.8 and GPT-5.4 are both current production-tier models. GPT-5.4 is meaningfully cheaper at $2.5 / $15 per 1M. Claude Opus 4.8 has a 1M context window — about 3× the 400k of GPT-5.4. Claude Opus 4.8 leads on coding. The right pick depends on your use case — see "When to choose each" above for a data-driven decision.
How does Claude Opus 4.8 pricing compare to GPT-5.4?
Claude Opus 4.8 costs $5 / $25 per 1M vs GPT-5.4 at $2.5 / $15 per 1M. GPT-5.4 is cheaper on output tokens by roughly 67%. Both support prompt caching, which reduces effective cost by 80-90% on repeat system prompts.
Does Claude Opus 4.8 or GPT-5.4 have the bigger context window?
Claude Opus 4.8 has a 1M-token context window — 3× the 400k context of GPT-5.4. Enough for entire codebases, books, or multi-document RAG.
Is there a free tier for Claude Opus 4.8 or GPT-5.4?
Claude Opus 4.8: no — Free via Claude.ai web chat; API requires paid credits. GPT-5.4: no — Free $5 credit for new accounts; paid thereafter.
Which is better for coding — Claude Opus 4.8 or GPT-5.4?
Claude Opus 4.8 leads on coding benchmarks (Claude Opus 4.8: 97/100, GPT-5.4: 93/100). For production coding agents also weigh tool-use performance — Claude Opus 4.8 scores 96, GPT-5.4 scores 93.