Claude Opus 4.8 vs o3
Cost and capability comparison. For a sample workload of 1,000 input and 500 output tokens across 100,000 requests/month, o3 is cheaper by about $1,150.00/month.
| Claude Opus 4.8 | o3 | |
|---|---|---|
| Intelligence | ||
| Arena · Overall(LMArena Elo — higher is better) | 1453✓ | 1422 |
| Arena rank (overall) | #25✓ | #54 |
| Arena · Coding | 1539✓ | 1428 |
| Arena · Math & reasoning | 1435 | 1435 |
| Arena · Agentic / tool use | 1445✓ | 1410 |
| Score evidence | Measured | Measured |
| Pricing (USD / 1M tokens) | ||
| Input | $5.00 | $2.00✓ |
| Output | $25.00 | $8.00✓ |
| Cached input (read) | $0.5000 | $0.5000 |
| Cache write | $6.25✓ | — |
| Blended(3:1 input:output blend) | $10.00 | $3.50✓ |
| Specs & capabilities | ||
| Provider | Anthropic | OpenAI |
| Context window | 1M (1,000,000)✓ | 200K (200,000) |
| Max output | 64,000 | 100,000✓ |
| Modalities | text, image | text, image |
| Vision | Yes | Yes |
| Tool use | Yes | Yes |
| Reasoning | Yes | Yes |
| Prompt caching | Yes | Yes |
| Batch pricing | Yes | Yes |
| Tokenizer | claude | o200k_base |
| Release date | 2026-05-28 | — |
| Status | ga | ga |
Intelligence scores are community Arena ratings from LMArena / arena.ai, used under CC BY 4.0. Snapshot last refreshed 18 September 2026. Scores are a relative signal, not an absolute measure of capability. A Measured score was voted on directly; an Estimated score is inherited from an identical base model (a regional/creator-prefixed hosting duplicate). See our methodology.
Compare on your own workload
Claude Opus 4.8 and o3 are pre-loaded. Adjust the tokens and monthly volume to see which is cheaper for your usage.
Used unless you set active users below.
Results update automatically as you type.
| o3 | OpenAI | $0.00600 | $600.00 | $7,200.00 | 200,000 |
| Claude Opus 4.8 | Anthropic | $0.0175 | $1,750.00 | $21,000.00 | 1,000,000 |
FAQ
Which is cheaper, Claude Opus 4.8 or o3?
For a workload of 1,000 input and 500 output tokens over 100,000 requests/month, o3 is cheaper, costing about $600.00/month versus $1,750.00/month.
What is the context window of Claude Opus 4.8 and o3?
Claude Opus 4.8 supports 1,000,000 tokens, while o3 supports 200,000 tokens.
Estimates for planning only. Verify current pricing with each provider.