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Giacomo Balli
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Building technology products since 2010 · 100+ apps

An AI pilot can hit every target in its proposal and change nothing

An AI pilot can hit every target in its proposal and change nothing in the business. Here is one way it happens.

The proposal defines success as activity: messages sent, tickets answered, hours saved. The tool delivers. Outbound emails go up fivefold. Nobody wrote down what should happen downstream, so for a quarter nobody notices that qualified leads have not moved, and that sales is now sorting five times the replies to find the same number of buyers.

The decision that caused it came before the contract, when the vendor's success metric became the owner's. A vendor measures what its tool controls. An owner needs what the business earns: orders, margin, customers who come back.

A second cause can sit underneath. If the old emails went unanswered because they were generic or reached the wrong people, sending more of them faster keeps the weakness and raises the volume.

The moment to catch it is the line in the proposal that defines success. If that line names only things the tool itself produces, rewrite it before signing.

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Published: Mon, Oct 19 2026 @ 12:03:22
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