Skip to content
Router One

OpenAI o3 vs Claude Opus 4.8

Claude Opus 4.8 is the lower-priced of the two on Router One — about 10% less on a 1M-input + 1M-output mix. OpenAI o3 offers 200K of context vs 1.05M for Claude Opus 4.8. OpenAI o3 answers on /v1/chat/completions and /v1/responses (Codex CLI); Claude Opus 4.8 on /v1/chat/completions and /v1/messages (Claude Code).

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.

OpenAI o3 vs Claude Opus 4.8: rates, context window, and capabilities

SpecOpenAI o3Claude Opus 4.8
Input / 1M tokens$3.00$2.25
Output / 1M tokens$12.00$11.25
Cached input / 1M tokens$3.00$0.375
Context window200K1.05M
CapabilitiesChat, Streaming, Tool calling, VisionChat, Streaming, Tool calling, Vision
Detail pageOpenAI o3Claude Opus 4.8

What does 1M tokens cost on OpenAI o3 vs Claude Opus 4.8?

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; the cached-input row above is the posted catalog rate for that model.

Switch between OpenAI o3 and Claude Opus 4.8 without changing code

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": "anthropic/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. Rates on this page were read from the live catalog on 2026-08-30 (UTC) and refresh within the hour.

More comparisons