AI integration & development
Those systems were never designed to talk to each other, so a human was put in the gap. Most of what I build comes down to taking the person out of it.
A working day, as most companies actually run it
Where the work arrives
Where it has to end up
The cause is structural, not a matter of discipline. Take the carrying away and the same team does more, with fewer mistakes and no new headcount.
How I work
Full cycle either way, whether it is internal tooling or a system delivered to a client.
A meeting with the owner or the lead, the process examined as it actually runs, then findings and the options that follow from them.
The client picks the scope; the price answers the scope they picked. Anything doubtful is called doubtful before the work starts, not halfway through.
The architecture is written down before anyone is assigned, so each task is doable as written. The part with the most risk in it I take myself.
A system nobody on the client's side understands is dead in six months. Hand-off is part of the job, not a courtesy after it.
Ordering it this way means the price answers a scope the client chose — which is what makes it defensible.
Background
Selected work
In production
More than 50 apartments. The assistant handles guest conversations end to end, from the first question to check-in, and hands over the moment it is unsure — a confident answer from the wrong section is the worst failure there is.
~50 guest conversations a day
Retrieval at scale
Off-the-shelf tools start degrading somewhere around 200 to 300 pages. The fix was routing rather than retrieval: split the catalogue into semantic blocks and put an orchestrator in front that decides which block a question belongs to.
Thousands of pages, answered reliably
Internal tooling
The hard part was never generation. A model will happily propose an architecture that cannot be built, or an iceberg whose hidden half doubles the cost. The work is keeping the result buildable by a specific team, priced for what it really takes.
~20 proposals a month · a full day cut to about two hours
Delivered solo
A resort website, the CRM behind it and the AI assistant on top, designed and built end to end by one person. Live and earning its keep.
2–3 inbound enquiries a day
Tools
Contact