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TechnicalInsights

How We Built a Qualification Engine from a Sales Playbook

May 5, 2026

One of the first things we built for ourselves was a qualification engine — software that applies the same logic our best people use when deciding whether a deal is worth pursuing.

What the playbook actually looked like

It wasn't a document. It was a combination of informal heuristics, gut checks, and signals that lived in two or three people's heads. The problem wasn't that the logic was wrong. The problem was that it only ran when those people were in the room.

Turning judgment into steps

The first step was making the implicit explicit. We ran a series of structured sessions where we asked: what do you look at first? What makes you say no immediately? What's the question you always ask that others forget?

From those sessions, we built an orchestrated workflow — a sequence of steps, each with its own inputs, logic, and output format.

What the software actually does

Each deal now goes through the same sequence: company fit, stakeholder signal, timing markers, competitive context. The software surfaces gaps, flags edge cases, and returns a structured recommendation with reasoning attached.

The output isn't a score. It's a judgment with a paper trail.

What surprised us

The hardest part wasn't the logic. It was agreeing on what "qualified" actually means — which forced a conversation the team had been avoiding for years.