AI Systems Discovery

Make the decision before committing to build.

A paid, fixed-scope engagement for teams deciding whether an AI capability is valuable, feasible, safe enough, and worth delivering now.

Engagements start at 10,000 PLN or €2,500, quoted in the contract currency.

Useful when

More building would hide the real problem.

  • An AI prototype cannot become a reliable product capability.
  • Architecture, data, ownership, or evaluation choices remain unclear.
  • A workflow may be worth automating, but value and risk are unproven.
  • Delivery is stuck and the team needs a concrete technical path forward.

What you receive

Decision-ready outputs.

01

System, stakeholder, and constraint map.

02

Opportunity, feasibility, and risk assessment.

03

Architecture direction, evaluation approach, and human-review boundaries.

04

Clear acceptance criteria and recommendation: build, defer, change approach, or do not automate.

05

Scoped technical-direction recommendation; implementation follows only with a client team or agreed delivery team.

What gets decided

System boundary before implementation.

Business needSystem constraintsEvaluationDecision

Human review and exception paths shape every step where they matter.

How it works

01

Brief

Share context, systems, stakes, budget, and the decision needed.

02

Fit call

A short conversation confirms that Discovery is useful and appropriately scoped.

03

Discovery

Work produces a decision, not an open-ended workshop series.

Next step

Bring the decision, constraints, and people who can act on the outcome.

Send a qualified brief