Case study: They built it, then sold it — 12 years, two AI-era transformations

A business only its owners could run.

Twelve years of growth had postponed the systems work. By 2024 the owners had decided to sell — and every part of the operation still lived in a few people’s heads. The question wasn’t “how do we run cheaper?” It was “what would this business look like if a stranger could run it?” AI turned out to be the most credible way to answer that.

Before

In their heads.

POs, schedules & ISO travelers kept by hand
A decade of knowledge no one had written down
A buyer — and the bank — couldn’t see how it worked

After

On the record.

An AI agent that answers real questions about the business
Documented systems, not tribal knowledge
Legible to a new owner from day one

What we built

Three layers, delivered as exit insurance rather than an ops project — because a documented, AI-legible business is worth more to a buyer and easier for a bank to underwrite.

Strategy in — a working AI agent capturing a decade of operational knowledge — a playbook the new owner can build out when ready. The base, handed over.

“And that’s from two Excel sheets with a good system prompt.”

The result

The sale closed on October 31, 2025. The new owner walked into an operation he could understand on his first day — a working knowledge base, a structured foundation, and a clear playbook for what to build next. The owners retired on their own terms, having left the company better than they found it.

This AI program gave our manufacturing team a clear implementation pathway without disrupting workflows — resulting in more efficient quality control and an empowered team ready to embrace technology.

Michelle Fennimore · Co-Founder, Protech Composites

What you’d own

The base itself — the AI agent, the documented systems, the playbook — run by your own team. The point was never to build everything ourselves. It was to make the business legible enough to hand to whoever comes next.

The AI is new. The thinking is not. We’ve helped founders ask — and answer — this question for more than two decades.

VerticalManufacturing

EngagementAI Strategy & Roadmap

Relationship12 years · two engagements

What they ownNavigator agent, documented systems & playbook

The engagement behind this case: AI Strategy & Roadmap → · back to selected work →

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