Risk & safety
Clean Datasets
Output quality is capped by input quality - clean the data first.
Garbage inwhat stalls pilots
Outdated, contradictory, scattered files living in "Final_FINAL_v7" folders.
Clean room inwhat works
Current, approved, machine-readable documents - and only those.
When to use Data-foundations work, and any time a pilot stalls on messy source data.
Read it in The AI Pilot Handbook →