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Updated October 28, 2026
6 min read
Opinion

I Benchmarked Three Cheap Models on My Real Work

Spoiler: the leaderboard lied about what I'd notice.

I ran my actual tasks, drafting, tagging, and summarizing, through three models that cost pennies.

On drafting, two were within a hair of the flagship for my purposes. On tagging, all three tied.

The flagship won only on the gnarly reasoning I hit maybe twice a week.

The leaderboard ranks a different job than mine. Benchmarks optimize for the hard question, not the common one.

I moved the common work down the price ladder and kept the top tier for the rare hard case.

Put one of these tools on the leaderboard

Every rank on Best AI Utility is paid and time-stamped — outbid the current holder with one crypto payment and the rank is yours until someone outbids you.

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