Build and test useful AI-assisted tools.
Focused utilities, controlled field capture, reusable prompts, and local-first workflows.
MJM QAAI · WORKING AI FOR REGULATED INDUSTRY
AI-assisted tools built for regulated work.
Build compliant project records—with human approval retained.
Currently used forWater SystemsProcess PipingWeld AssuranceCalibration
ONE QUALITY ENGINE · TWO PATHS
Explore what we are building—or where it is already working.
Apply MJM QAAI to regulated technical work.
Commercial services executed with controlled scope, evidence, review, and closeout.
Define the boundary
Identify the system, applicable sources, evidence needs, risks, and approval points before execution.
Build the record
Capture field conditions, calculations, source references, decisions, exceptions, and completion evidence as work occurs.
Close with confidence
Review the package for gaps while keeping the responsible engineer, technician, customer, or quality unit in control.
QUALITY & EVIDENCE
The controls remain visible.
MJM QAAI supports the work without hiding its sources or replacing accountable human approval.