Selected work
Four engagements, and the constraints that shaped them.
Clients are anonymised at their request. We have kept the constraint sections intact, because that is where the engineering decisions live.
These write-ups are illustrative engagement patterns. Figures are representative, not audited.
01 · Logistics · United States
Document intake cut from 9 minutes to 41 seconds per load
A mid-market brokerage processing rate confirmations, BOLs and PODs by hand across three shifts.
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02 · Insurance · European Union
Claims handlers answer policy questions in seconds, with citations
A grounded assistant over 30 years of policy wordings, endorsements and internal guidance across four languages.
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03 · Industrial manufacturing · Germany
Visual inspection on the line, offline, at 38 ms
Cloud inference was impossible on the shop floor. A distilled model on Xelec hardware runs at the station.
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04 · Software · United States
Sellers got six hours a week back, and the forecast got honest
A 90-seat sales organisation whose CRM hygiene depended on end-of-quarter heroics.
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Next step
Your constraints are the interesting part.
Bring the reason this has not worked yet — the residency rule, the legacy system, the cycle time. That is the conversation we want.