Prices → Compare → GPT-5.3 Codex vs Claude Haiku 4.5
GPT-5.3 Codex vs Claude Haiku 4.5: API cost compared
GPT-5.3 Codex lists at $1.750 in / $14.00 out per 1M tokens. Claude Haiku 4.5 lists at $1.000 in / $5.000. Sticker price only tells you so much — below is what each actually costs across eight production workloads.
Side by side
| GPT-5.3 Codex | Claude Haiku 4.5 | |
|---|---|---|
| Provider | OpenAI | Anthropic |
| Input per 1M | $1.750 | $1.000 |
| Output per 1M | $14.00 | $5.000 |
| Cached input per 1M | $0.175 | $0.100 |
| Context window | 400k | 200k |
| Blended per 1M (3:1) | $4.812 | $2.000 |
Monthly cost by workload
Caching applied at each workload's typical hit rate. This is where the two models actually separate.
| Workload | GPT-5.3 Codex | Claude Haiku 4.5 | Cheaper | Difference |
|---|---|---|---|---|
| Customer support chatbot | $317.45 | $128.90 | Claude Haiku 4.5 | $188.55 (59%) |
| RAG document Q&A | $385.00 | $184.00 | Claude Haiku 4.5 | $201.00 (52%) |
| Coding agent | $224.88 | $92.50 | Claude Haiku 4.5 | $132.38 (59%) |
| Bulk summarization | $2,566 | $1,346 | Claude Haiku 4.5 | $1,220 (48%) |
| Structured data extraction | $3,710 | $1,745 | Claude Haiku 4.5 | $1,965 (53%) |
| Long-form content generation | $585.55 | $214.60 | Claude Haiku 4.5 | $370.95 (63%) |
| Email triage agent | $861.87 | $402.50 | Claude Haiku 4.5 | $459.37 (53%) |
| Translation pipeline | $3,718 | $1,405 | Claude Haiku 4.5 | $2,314 (62%) |
How to read this
Claude Haiku 4.5 is cheaper on the majority of these workloads, but "majority" is not the decision. The output:input price ratio is 8.0 for GPT-5.3 Codex and 5.0 for Claude Haiku 4.5. If your traffic is output-heavy — long-form drafting, translation — the model with the lower output price wins regardless of what the input price suggests. If you are input-heavy — RAG, bulk summarization, agents re-reading a codebase — the cached input rate matters more than either headline number.
Cost is also not the only axis. This site does not benchmark quality, latency, or rate limits, and a model that is 3x cheaper but needs two attempts per task is not cheaper. Use these numbers to size a bill, then validate on your own evals.
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Cost calculator
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| Model | In /1M | Out /1M | Monthly | vs best |
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