OpenAI o3 vs Claude Opus 4.8
OpenAI o3 and Claude Opus 4.8 compared on current per-token rates, context window, and capabilities — both callable through one OpenAI-compatible endpoint with per-request cost traces.
| Spec | OpenAI o3 | Claude Opus 4.8 |
|---|---|---|
| Input / 1M tokens | $3.00 | $2.25 |
| Output / 1M tokens | $12.00 | $11.25 |
| Cached input / 1M tokens | $3.00 | $0.38 |
| Context window | 200k | 200k |
| Capabilities | chat, streaming, tool_calling, vision | chat, streaming, tool_calling, vision |
| Detail page | View details | View details |
What a workload actually costs
For a workload of 1M input plus 1M output tokens at current rates: OpenAI o3 comes to $15.00, Claude Opus 4.8 comes to $13.50 — Claude Opus 4.8 is about 10% cheaper on this mix. Real workloads skew heavily toward input tokens, so weigh the input rate by your own ratio; prompt-cache hits bill at the cached-input rate where supported.
Run both through one endpoint
Both models are behind the same OpenAI-compatible endpoint, so an A/B test is a one-string change — same key, same code, and every request traced with tokens, cost, and latency in the dashboard:
compare.sh
curl https://api.router.one/v1/chat/completions \
-H "Authorization: Bearer sk-your-router-one-key" \
-H "Content-Type: application/json" \
-d '{"model": "openai/o3", "messages": [{"role": "user", "content": "Hello"}]}'
# Same request, other model — change one string:
# "model": "claude-opus-4-8"FAQ
- Is OpenAI o3 cheaper than Claude Opus 4.8?
- At current posted rates, Claude Opus 4.8 is the cheaper of the two (input $3.00 vs $2.25, output $12.00 vs $11.25 per 1M tokens). Rates change; the /models page is the live source of truth.
- Can I switch between OpenAI o3 and Claude Opus 4.8 without changing code?
- Yes. Both are served through the same OpenAI-compatible endpoint, so switching is changing the model string in the request — the key, base URL, and request shape stay identical.
- Where do these numbers come from?
- Specs and prices on this page render from the live Router One catalog — the same data as the /models page — and refresh with it. Pricing methodology is documented on /pricing-methodology.