SMEs and founders
A recurring process has become too dependent on manual effort or a few people.
Who it is for
You do need a meaningful problem, an internal owner and the willingness to examine how work, data and decisions currently operate.
SMEs and founders
Knowledge-intensive and professional services teams
Operational teams and ventures
It is for
There is a real process, information or decision problem.
Someone owns the problem.
The organisation is willing to examine the current way of working.
Relevant people, systems or data can be made available.
There is a desire to build or improve something practical.
The client accepts that AI may not be the first or best answer.
The problem has enough strategic relevance to justify change.
It is not for
These are fit criteria, not a judgement on organisation size or technical maturity.
An inspirational AI talk with no practical problem to address.
A request for a tool without a defined problem.
A project with no internal owner.
Work where process or data quality cannot be examined.
Fully outsourced experimentation with no client involvement.
Requests that require fabricated certainty or irresponsible automation.
A system that nobody will own after delivery.
Typical starting contexts
A recurring process has become too dependent on manual effort or a few people.
Important information and decisions are difficult to retrieve, compare or repeat reliably.
Document and decision-heavy delivery needs better structure, evidence or reuse.
Handovers, exceptions or reporting make performance difficult to understand and improve.
A product or operating idea needs a realistic route from opportunity to production.
Describe the current work, why it matters and who is involved. We can use that context to identify a sensible first step.