Before you hire AI engineers, build this one internal workflow instead.

If you're a COO or founder thinking about posting a “Senior AI Engineer” job ad, pause. Before you spend $180k plus recruiting fees and six months of onboarding on a hire whose scope will be unclear for half that time, try this instead: build one internal workflow your team actually uses.

You'll learn more about what AI is good for in your business in two weeks of use than you will in six months of engineer onboarding.

Before: the hire-first trap

• Leadership decides “we need AI”
• Job ad goes up, a senior engineer is hired
• Engineer arrives, asks “what should I build?”
• No one has a crisp answer
• Engineer builds 2 to 3 prototypes while learning the business
• 6 months in: still no production workflow
• Often: engineer leaves for a clearer role elsewhere

What we build (the 1-workflow alternative)

• Pick one painful, repetitive process your team already does
• Build a single internal app for it in 2 to 4 weeks
• Your team uses it daily, starting immediately
• You learn exactly which AI capabilities matter to your business, not which ones sound good in a pitch
• If you then decide to hire, you have a crisp brief: “we need someone to extend this and build the next three.”

After: what changes

• First AI workflow in production: 2 to 4 weeks
• Real data on “does AI fit in our ops?” before committing six-figure salary
• If you hire, the role is specific and the engineer has something to extend
• If you don't hire, you still have a working app and a team that uses it

One design choice that mattered

Build the small, specific thing first. “AI engineer” is a solution. “Our sales ops team loses 8 hours a week to quote generation” is a problem. The gap between problem and solution is where most AI hires get stuck for their first year.

Solving the problem once, even with a scrappy internal app, tells you whether you actually need the hire. Most of the time, you don't need a senior AI engineer. You need three more internal apps like the first one.