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Same $0.10/$0.50 price, 40% different bills: GPT-6 Luna beats Haiku 5.5 in real billing test

aakashgupta · x · 2026-10-10

The author ran 20 podcast excerpts through GPT-6 Luna and Haiku 5.5, both listed at $0.10 in / $0.50 out per million tokens. Luna billed 40% less overall and cost less on every single request — with identical list prices, token counts and default thinking behavior determine what you actually pay.

As a control, Gemini 3.8 Flash lists at 7.5x Haiku's price and its bill came out at 7.6x — when the list price gap is large, bills track it faithfully.

Caveats: one summary prompt, one run each, no quality grading. The author suggests running 20 of your own requests before comparing bills.

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