Industrial AI insights

Decision Case8 min read

Alert Is Not Decision

Orville Davis·Author

Clearing an alert queue, muting a channel, or auto-closing a ticket must not be read as authorization, verification of outcome, work-order execution, or plant control.

Decision Case7 min read

Recommend Is Not Authorize

Orville Davis·Author

A drafted next action is a proposal. The signed-in Decision Case keeps the human decision separate, and evidence is required before that proposal is treated as a decision.

Reliability Engineering8 min read

Evidence Lineage Is Not Optional

A haul-fleet planner ranks a truck for deferral. A superintendent gets a pump family tagged “bad actor.” A reliability engineer is handed PM intervals the model wants to stretch. The dashboard is confident. The record behind it is not.

Reliability Engineering10 min read

FRACAS Is Not a Decision System

Closing the loop from failure code to approved action — why codes alone do not change reliability outcomes.

Industry Analysis8 min read

Why CMMS Alone Is Failing in 2026

Modern maintenance demands have outpaced what traditional CMMS platforms can deliver. Organizations are adding a governed intelligence layer — not replacing the system of record.

ROI & Business Case12 min read

The Economics of Autonomous Maintenance

How maintenance economics should be framed when evidence, approval, and verification come before any claim of savings.

Security & Governance10 min read

Governance in Industrial AI: Human Oversight at Scale

How enterprises can keep operational accountability when a model can draft a recommendation faster than a human can review it.