Unit economics before features

By Nurdaulet Akhmatov

A note from B2B outbound work: batch math beat another AI feature nobody measured.

Blog cover: Unit economics before features

Count the deals

On outbound, the useful question was simple: for 100 cold leads, how many qualified deals? We got about 3–4 with the product loop, better than pure manual work.

Funnel stages (call → connect → qualified → deal), CRM links, and packaging (leads, calls, trial) did more for early revenue than unmeasured model demos.

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Notes on shipping AI and web products. What worked, what broke, and why.