Claude Opus 4.8 vs GPT-5.4
Price, context and benchmark scores side by side — every number from the live model catalogue.
| Claude Opus 4.8anthropic | GPT-5.4openai | |
|---|---|---|
| Input / 1M tokens | $5.00 | $2.50 |
| Output / 1M tokens | $25.00 | $15.00 |
| 1M in + 300K out | $12.50 | $7.00 |
| Context window | 1M | 1.1M |
| Intelligence index | 55.7 | 51.4 |
| Coding index | 74.3 | 71.1 |
| Agentic index | 47.2 | 41.1 |
| Cheapest provider | Azure | Azure |
| Providers serving it | 4 | 2 |
| Weights | Closed | Closed |
| Image input | Yes | Yes |
| Tool calling | Yes | Yes |
| Reasoning mode | Yes | Yes |
| Released | May 27, 2026 | Mar 5, 2026 |
Which one to pick
Pick Claude Opus 4.8 if…
- You want the higher general-intelligence score (55.7).
- Code quality is the priority — it leads on the coding index (74.3).
- You are running agent loops — higher agentic index (47.2).
- You want provider redundancy: 4 providers serve it.
Pick GPT-5.4 if…
- Token cost matters: $15.00 per 1M output vs $25.00.
- You need the bigger context window (1.1M).
FAQ
Is Claude Opus 4.8 better than GPT-5.4?
Claude Opus 4.8 scores higher on general intelligence (55.7 vs 51.4), while GPT-5.4 is 1.7× cheaper per output token ($15.00 vs $25.00). For code, Claude Opus 4.8 leads (74.3 coding index). GPT-5.4 takes the larger context at 1.1M.
Which is cheaper, Claude Opus 4.8 or GPT-5.4?
GPT-5.4, at $15.00 per 1M output tokens versus $25.00. On a 1M input + 300K output workload that is $7.00 against $12.50.
Can I self-host Claude Opus 4.8 or GPT-5.4?
Claude Opus 4.8: closed weights, API only. GPT-5.4: closed weights, API only.