Text models
Compare Claude, GPT, and Gemini API costs
Estimate spending from input tokens, output tokens, and accepted results.
Measure input and output independently
Price both token directions. Include regular requests, long contexts, and tool calls so a short prompt does not skew the sample.
Compare the cost of accepted work
Track pass rates and retries on the same evaluation set. Use a shared output limit when practical and compare cost per accepted response.