01
AI workflow audit
For operators who want a real process mapped into source-backed AI assistance.
Ways to work together
Contact
Bring me the job, not the buzzwords. If it is real operating work — a process that has to survive pressure, review, and release — I will tell you straight whether an AI system helps.
02
Private AI system
For internal tools, retrieval systems, CRM/workflow support, or evidence-backed review lanes.
03
Construction intelligence pilot
For drawing, room, code, field-knowledge, and job-context systems.
04
Writing or technical collaboration
For public notes, architecture review, and serious peer collaboration.
Direct line
Email me directly.
Tell me what you run, where it hurts, and what you've already tried — you'll get a straight answer on whether an AI system helps.