parsons/ai consulting

Insight · 2026-09-05

What an AI operations assessment should contain (and what to refuse)

By Mike Parsons · about 4 minutes

TL;DRA useful assessment produces four things you can act on: a scored inventory of every workflow (hours, cost, errors), the top few designed to the screen, fixed quotes for those, and a roadmap that is yours whether or not you build. It takes two to four weeks, has a published fixed fee, and is credited to any build. Refuse maturity scores, slide decks, and anything that can only be bought together with the build.

Start with watching, not asking

Ask a team what takes the most time and you get opinions. Watch them for two half-days and you get numbers. A real assessment sits in the systems, times the manual steps, counts the errors, and captures the workarounds nobody put in a process document because they are embarrassed by them. Those workarounds are where the money is.

The scorecard

Every recurring workflow that touches money or records, with four numbers: hours per month, loaded cost of those hours, error rate (and what an error costs), and the estimated cost to automate. Sort by return. The list is usually a surprise to the owner, in both directions: the thing they hate is often small, and something nobody mentioned is large.

The top three, designed

For the three highest-return rows: what triggers the automation, what it reads, what it writes, what it checks against, and what a human still approves. Designed to the screen so a quote is possible and so the team can object before anything is built. This is where "AI" gets specific: which steps are language (a model can do), which are arithmetic (code must do), which are judgment (a person keeps).

Fixed quotes

A price for each of the three, written, so the decision is a number. The assessment fee should come off whichever you build. If a firm will not credit it, ask why.

The roadmap

First, second, third, and leave alone. The "leave alone" column is the honesty test: an assessment that recommends automating everything is a sales document.

What to refuse

Mine is on one page: $4,500, two weeks, the four deliverables above, credited to a build within 60 days.

Want the numbers for your company?

The assessment prices every workflow in two weeks, fixed fee, credited to a build.