Comparison
Claude Opus 4.8 vs GPT-4o
Per input token, GPT-4o runs 50% cheaper than Claude Opus 4.8. Output pricing favors GPT-4o, 60% less per token than Claude Opus 4.8. Claude Opus 4.8 has the larger context window than GPT-4o.
| Field | Claude Opus 4.8 | GPT-4o Legacy |
|---|---|---|
| Provider | Anthropic | OpenAI |
| Context window | 1M | 128K |
| Max output | 128K | — |
| Input / 1M | $5.00 | $2.5050% cheaper |
| Output / 1M | $25.00 | $10.0060% cheaper |
| Cached input / 1M | $0.5060% cheaper | $1.25 |
| Batch discount | 50% | — |
| Release date | — | — |
Worked cost examples
Estimated monthly cost on three common usage shapes
| Workload | Claude Opus 4.8 | GPT-4o |
|---|---|---|
Chatbot 800 input / 200 output tokens per request, 100,000 requests/month | $900.00 | $400.00cheaper |
RAG pipeline 6,000 input / 700 output tokens per request, 30,000 requests/month | $1,425 | $660.00cheaper |
Batch summarization 20,000 input / 1,500 output tokens per request, 5,000 requests/month | $687.50 | $325.00cheaper |
Claude Opus 4.8 vs GPT-4o FAQ
- Is Claude Opus 4.8 cheaper than GPT-4o?
- Claude Opus 4.8 costs $5.00 per 1M input tokens versus $2.50 for GPT-4o — GPT-4o is 100% cheaper per input token.
- Which is cheaper for output tokens, Claude Opus 4.8 or GPT-4o?
- Claude Opus 4.8 charges $25.00 per 1M output tokens; GPT-4o charges $10.00 per 1M output tokens.
- Which has the larger context window, Claude Opus 4.8 or GPT-4o?
- Claude Opus 4.8 does, with a 1,000,000-token context window.
- Do Claude Opus 4.8 and GPT-4o offer cache pricing?
- Claude Opus 4.8 discounts cached input to $0.50 per 1M tokens. GPT-4o discounts cached input to $1.25 per 1M tokens.
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