Founder, Comelse · Production AI operator

I find where AI actually fits—then ship it.

I help operators decide what AI should do, what it should not touch, and whether it can pay for itself. Then my studio builds the useful parts.

Retail platform

100+ showrooms

Production retail workflows spanning AI measurement and factory integrations.

Professional sport

GPS to decisions

Wellness and performance analytics brought into real team workflows.

Agent standard

Tools, not demos

Calendar, Drive, Gmail, browsers, local files—and visible failure modes.

Bring one workflow.
Leave with a decision.

A short working session about the business—not an AI keynote with better lighting. We find the smallest useful move, or decide not to make one.

01

Now

Small, painful, frequent, and already backed by data or a repeatable workflow.

02

Later

A useful idea with one missing piece: data, ownership, timing, or a sane success measure.

03

Never

Demo bait, brand risk, expensive uncertainty—or a human is simply cheaper and better.

What you leave with

  • A plain-English fit / no-fit verdict.
  • The smallest sensible next step—not a transformation programme.
  • The data, risk, and human-approval gaps to resolve before spending.
  • If the build earns its place, a route into a Comelse project.

Built,
not briefed.

I ship production systems for clients and run agent experiments on my own stack. That creates a healthy incentive to notice the unglamorous bits: permissions, bad data, retries, handoffs, and whether the thing saves anyone time.

  • Production before prototypesLive workflows, observable outcomes, and an owner when something breaks.
  • Builder-led judgmentThe person saying “yes” can also scope, ship, and verify the work.
  • An opinionated “no”If deterministic code or a competent human wins, the model does not get a participation trophy.

Field notes,
not thought leadership.

Short reports from real agent work: what moved, what broke, and what was still useful after the screenshot.

Have a workflow that might deserve AI?

Bring the ugly version. We will decide whether to automate, simplify, or leave it alone.

Book the session