A pilot is how you find out whether an AI use case works before betting on it. Done well, it’s cheap insurance; done badly, it proves nothing. Here’s how to run one in 2026. (dgm implements osFoundry as an independent partner.)

What a good pilot looks like

  • Small — quick and cheap, often weeks not months, self-fundable.
  • Time-boxed — a fixed window to learn.
  • One measurable outcome — not a grab-bag of features.
  • Real data and real users — toy data proves nothing.
  • Baseline and success criteria set before you start.

Define success before you start

The single most important step: set a baseline and success criteria up front. What does the process cost/take today, and what improvement would justify scaling? Without this, the pilot ends in opinions, not a decision. (See how to measure AI ROI.)

Keep the scope tight

The classic failure is scope creep — a pilot that grows features until it’s a full project, blowing the timeline and the point. If something isn’t needed to answer “does this use case work?”, leave it out. You can add it when you scale.

Don’t skip governance

Even at pilot stage, if you’re using real personal data:

  • confirm a lawful basis;
  • minimise the personal data involved;
  • keep humans reviewing significant outputs; and
  • use a platform that keeps data under control.

A pilot isn’t an excuse to bypass UK GDPR. (See do I need a DPIA for AI?)

Decide honestly

At the end, measure against the baseline and make a clear call: scale, iterate, or stop. A pilot that says “no” is a success — it saved you from a costly mistake cheaply.

Where osFoundry and dgm fit

dgm scopes a lean pilot around one measurable outcome and runs it on osFoundry: usage-priced so it’s cheap, bring-your-own-key so you’re not committed to one vendor, and self-hostable in your own cloud or an EU region for UK data control during the pilot (it publishes US/EU/JP regions, not a UK one). Low cost and fast iteration are exactly what a good pilot needs.

dgm is an independent integration partner with zero integrations so far. To scope a lean AI pilot, book a consultation with dgm. General information, not specific advice.