AI Growth Engineering — free book

The Business Engineer
Free book · The Business Engineer
AI Growth Engineering

The Discipline of Growth in the AI Era. Build the loop. Win the agent. Keep the outcome.

94 pages38 platesby Gennaro Cuofano
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First edition · Aug 2026 AI Growth Engineering — cover
The click is gone. The loop remains.
Growth is no longer won at the click. It is won at the citation, the endpoint and the outcome.

The book argues that growth changed its object through three inversions: the discovery line, where answer engines read a firm's substance and deliver the answer without the visit; the agent as user; and retention measured as outcome rather than return visits.

From there it builds five loops (answer, agent, product, residue, distribution), replaces six dead metrics with six outcome instruments, and names the role that owns them: an engineer who builds loops, not a growth hacker who runs campaigns.

A page from inside
Plate: six gauges — citation share, agent conversion, time-to-magic, outcome retention, cost per outcome and net revenue retention — six instruments a machine cannot fake and a buyer would pay for
Plate XX — The Metrics That Replace Them · one of 38
What you’ll take away
The five loops
Answer, agent, product, residue, distribution

One chapter per loop. The answer loop wins the citation: publish substance a machine cannot generate, structured for a machine reader.

Six instruments
Measure what a machine cannot fake

Citation share, agent conversion, time-to-magic, outcome retention, cost per accepted outcome and net revenue retention replace six proxies that kept moving after value stopped.

The referee
Fast experiments need a counterfactual

Agents now generate and run variants. The defence: outcome metrics the loop cannot inflate, and a held-out counterfactual the experiment cannot touch.

GC

Gennaro Cuofano — creator of The Business Engineer & FourWeekMBA, read by 95,000+ founders, operators, and investors. Text and plates are original work. The book's own rule for its metrics: measure what a machine cannot fake and a buyer would pay for.

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