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API price comparison · Updated

Claude Haiku 5.5 vs GPT-6 Luna pricing

Quick answer

Claude Haiku 5.5 costs $0.10 per million input tokens and $0.50 per million output tokens; GPT-6 Luna costs $0.10 and $0.50. The list prices are identical, so caching, long prompts and token counts decide which costs less. For an agent task (80,000 input tokens, 60,000 of them cached, and 6,000 output), Claude Haiku 5.5 costs $0.0056 and GPT-6 Luna $0.0056: they cost the same. But for a long document (300,000 input tokens, 2,000 output), Claude Haiku 5.5 costs 2.5× as much.

Compare your monthly cost on Claude Haiku 5.5 and GPT-6 Luna

Estimated monthly cost
Claude Haiku 5.5$55.00$0.0006 per request
GPT-6 Luna$55.00$0.0006 per request

Same cost for this workload. Excludes cache writes, tools and taxes.

Claude Haiku 5.5 vs GPT-6 Luna prices per million tokens

PriceClaude Haiku 5.5GPT-6 Luna
Model IDclaude-haiku-5-5gpt-6-luna
Input$0.10$0.10
Cache read$0.01$0.01
Cache write$0.125$0.125
Output$0.50$0.50
Batch in / out$0.05 / $0.25$0.05 / $0.25
Long promptsOver 100,000: $0.50 / $2.50Over 272,000: $0.20 / $0.75
Scheduled changeNone announcedNone announced
StatusAvailableAvailable

Prices for each provider’s own API, from Anthropic’s pricing page and OpenAI’s pricing page. The lower price in each row is highlighted. Ganivra uses these same rates to price Claude Haiku 5.5 and GPT-6 Luna calls.

What one request costs on Claude Haiku 5.5 and GPT-6 Luna

Worked out from the prices above at standard rates, with no Batch discount. Long-prompt rates apply where a model has them.

RequestClaude Haiku 5.5GPT-6 LunaPer 1,000 requestsDifference
Chat reply3,000 input tokens, 500 output$0.0006$0.0006$0.550 / $0.550Same cost
Document summary30,000 input tokens, 1,500 output$0.0037$0.0037$3.75 / $3.75Same cost
Agent task80,000 input tokens (60,000 cached), 6,000 output$0.0056$0.0056$5.60 / $5.60Same cost
Long document300,000 input tokens, 2,000 output$0.155$0.061$155 / $61.50Claude Haiku 5.5 costs 2.5× as much

What changes which one costs less

Prompt caching
Cache reads cost $0.01 per million, 10% of the input price on Claude Haiku 5.5, and $0.01 per million, 10% of the input price on GPT-6 Luna. The more of each prompt you reuse, the more this decides the bill.
Cache writes
Claude Haiku 5.5 charges $0.125 per million tokens written to cache. GPT-6 Luna charges $0.125 per million tokens written to cache.
Long prompts
On Claude Haiku 5.5, prompts over 100,000 tokens cost $0.50 input and $2.50 output for the whole request. On GPT-6 Luna, prompts over 272,000 tokens cost $0.20 input and $0.75 output for the whole request. A 300 prompt costs $0.155 on Claude Haiku 5.5 and $0.061 on GPT-6 Luna.
Batch API
Claude Haiku 5.5 costs 50% less through the Batch API: $0.05 input and $0.25 output. GPT-6 Luna costs 50% less through the Batch API: $0.05 input and $0.25 output.
Token counts
Anthropic and OpenAI use different tokenizers, so the same text becomes a different number of tokens. The model with the lower per-token price can still cost more per request; compare on your own prompts before switching.

Compare them on your own customers, not a sample request.

Ganivra prices every Claude Haiku 5.5 and GPT-6 Luna call you make and adds it up by customer, feature and workflow, next to what each customer pays. Switch a workflow and see what it did to each customer’s margin.

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Claude Haiku 5.5 vs GPT-6 Luna pricing questions

Is Claude Haiku 5.5 cheaper than GPT-6 Luna?

Per token, they cost the same. For an agent task (80,000 input tokens, 60,000 of them cached, and 6,000 output), they cost the same: $5.60 against $5.60 per 1,000 tasks. But for a long document (300,000 input tokens, 2,000 output), Claude Haiku 5.5 costs 2.5× as much.

How much does Claude Haiku 5.5 cost per million tokens?

$0.10 input and $0.50 output per million tokens on Anthropic's API, with cached input at $0.01 and Batch at $0.05 input and $0.25 output. Prompts over 100,000 tokens cost $0.50 input and $2.50 output.

How much does GPT-6 Luna cost per million tokens?

$0.10 input and $0.50 output per million tokens on OpenAI's API, with cached input at $0.01 and Batch at $0.05 input and $0.25 output. Prompts over 272,000 tokens cost $0.20 input and $0.75 output.

Which is cheaper for long prompts, Claude Haiku 5.5 or GPT-6 Luna?

For a 300,000 input tokens, 2,000 output request, Claude Haiku 5.5 costs $0.155 and GPT-6 Luna $0.061: Claude Haiku 5.5 costs 2.5× as much. On Claude Haiku 5.5, prompts over 100,000 tokens cost $0.50 input and $2.50 output for the whole request; on GPT-6 Luna, prompts over 272,000 tokens cost $0.20 input and $0.75 output for the whole request.

How do I compare Claude Haiku 5.5 and GPT-6 Luna on my own traffic?

Record what each call actually used, then price the same usage on both models. Ganivra does this from your recorded calls: it shows what each customer, feature and workflow would cost on Claude Haiku 5.5 and on GPT-6 Luna, next to what each customer pays you.

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