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All comparisons · Prices checked 2026-10-01
GPT-6 Luna vs Claude Haiku 4.5: API cost comparison
For a typical chatbot reply, GPT-6 Luna costs $0.0003 and Claude Haiku 4.5 costs $0.0037 per request: GPT-6 Luna is 10× cheaper. GPT-6 Luna is cheaper in every workload below.
API prices
| GPT-6 Luna | Claude Haiku 4.5 | |
|---|---|---|
| Maker | OpenAI | Anthropic |
| Input / 1M tokens | $0.1 | $1 |
| Output / 1M tokens | $0.5 | $5 |
| Output vs input price | 5.0× | 5.0× |
| Context window | 922K tokens | 200K tokens |
| Tokens for the same English text | baseline (GPT o200k count) | ~105% of GPT's count (estimate) |
Cost by workload
| Workload (per 1,000 requests) | GPT-6 Luna | Claude Haiku 4.5 | Cheaper |
|---|---|---|---|
| Chatbot reply short question plus some chat history · 1,500 in / 400 out | $0.350 | $3.67 | GPT-6 Luna 10× cheaper |
| Document Q&A (RAG) retrieved passages plus a question · 8,000 in / 500 out | $1.05 | $11.03 | GPT-6 Luna 10× cheaper |
| Coding agent step large working context, short edit · 25,000 in / 800 out | $2.90 | $30.45 | GPT-6 Luna 11× cheaper |
| Summarize a long report long input, short summary · 20,000 in / 300 out | $2.15 | $22.58 | GPT-6 Luna 11× cheaper |
| Write an article short brief, long draft · 800 in / 2,000 out | $1.08 | $11.34 | GPT-6 Luna 10× cheaper |
GPT-6 Luna is cheaper on both input and output, so it costs less for every kind of request. The gap is 10× on input and 10× on output once the tokenizer difference is included.
Same text, different token counts. Each company uses its own tokenizer. By our estimate Claude Haiku 4.5 counts about 5% more tokens than GPT-6 Luna for the same English text, and the costs above already include that. Paste your own prompt into the token counter to see both counts.
Monthly cost
| Monthly volume | GPT-6 Luna | Claude Haiku 4.5 |
|---|---|---|
| 10,000 chatbot replies / month | $3.50 | $36.75 |
| 100,000 chatbot replies / month | $35.00 | $368 |
| 1,000,000 chatbot replies / month | $350 | $3,675 |
Calculate your own
Enter your typical request size and volume.
Token counts are for English text measured with GPT's tokenizer; each model's own tokenizer difference is applied automatically.
Questions
Which is cheaper, GPT-6 Luna or Claude Haiku 4.5?
For a typical chatbot reply (1,500 input and 400 output tokens), GPT-6 Luna costs $0.0003 and Claude Haiku 4.5 costs $0.0037 per request, so GPT-6 Luna is 10× cheaper. GPT-6 Luna is cheaper in every workload below.
How much do GPT-6 Luna and Claude Haiku 4.5 cost per million tokens?
GPT-6 Luna costs $0.1 per 1M input tokens and $0.5 per 1M output tokens. Claude Haiku 4.5 costs $1 input and $5 output. Prices checked 2026-10-01.
Do both models count the same text as the same number of tokens?
No. Each model family has its own tokenizer, so the same text can be a different number of tokens. The costs on this page already include that difference (estimated from GPT's tokenizer).
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Paste a real prompt to see its exact tokens and cost on GPT-6 Luna, Claude Haiku 4.5 and 30+ other models.
Open the token counter →Standard API list prices, short-context tier, no caching or batch discounts. Prices change; check each provider's pricing page before large jobs.