By Hiten Shah · medium.com · @hnshah on X · LinkedIn
We asked Claude what changed with Linear’s competitors. The first answer used an old source as if it were recent. It also stated a guess as fact.
Then we gave the same model our competitive skills. It showed its limits up front. It explained how it ranked the changes and keptHiten Shah on X · Oct 7, 2026
Describes using structured competitive-analysis skills to make Claude's outputs more reliable, showing limits and ranking changes instead of guessing.
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