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Alan Finney – Notes on Verified AI and Maintenance Software

Field notes on AI answer verification, CMMS buying, and decisions that cost real money.

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  • Your CMMS Quote Says “Per User.” The Question Nobody Asks Is: Which Users?
  • Three Badges, One Company: What Happened to Software Reviews While Nobody Was Looking
  • 3Dogs Pointer Is Live: Verify an AI Answer Against Current Evidence
  • Deterministic vs. Probabilistic: Why Enterprises Need Verified AI Workflows
  • WorkTrek CMMS: A Practical Maintenance Management Software Alternative for Teams That Need Faster Implementation

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How WorkTrek Boosts Team Accountability

October 29, 2025

Maintenance only works when everyone’s on the same page. WorkTrek lets you assign, track, and verify every task with transparency.
Supervisors see what’s done—and what’s overdue—at a glance.

👉 Book a demo or reach out at alan@worktrek.com

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