What we review
- Closed historic work orders
- OEM manuals and maintenance documents
- Site SOPs or risk assessments where available
- Asset register or asset hierarchy exports
- Failure codes, downtime notes and close-out comments
Limited pilot programme
Maintenance Reliability & AI Assurance Readiness Review.
A confidential retrospective review for selected manufacturing and asset-heavy sites with historic work-order data, OEM manuals, SOPs, or maintenance records.
Pilot shape
Retrospective, bounded, and designed for responsible evaluation.
The review helps maintenance teams identify reliability patterns, documentation gaps, weak work-order data, and where AI-assisted guidance would need stronger assurance before operational use.
What you receive
- Repeat-failure and bad-actor asset findings
- Work-order data quality assessment
- Manual and SOP coverage review
- AI-readiness summary for maintenance workflows
- Examples of release, escalation, block, or refusal points
Safe, retrospective and non-operational
- No connection to live systems
- No autonomous maintenance instructions
- No replacement for engineering judgement or competent-person review
- Anonymised aggregate findings used only with agreed permission
To request a review, tell us your industry, approximate asset count, CMMS system, and availability of historic work orders or OEM manuals.
Review flow
A disciplined route from data sample to pilot conversation.
The review is intended to support evaluation and diligence, not live operational decision-making.
1
Scope
Agree the site context, data availability, and review boundaries.
2
Receive
Work from historic records, documents, and exports shared under agreed controls.
3
Assess
Review reliability signals, document coverage, and AI-readiness constraints.
4
Report
Return practical findings and the assurance controls a future pilot would need.
Request a review
Share enough context for a sensible pilot conversation.
The contact form asks for your interest area and message. For pilot enquiries, include industry, asset count, CMMS system, and available historic records.