Transparency
No black boxes. If we can't explain it, we don't ship it.
About
Decades in the field. Modern analytics in your browser.
PLR exists to make asset integrity decisions clearer, faster, and more defensible — by people who've actually done the work.
Our story
Built on real integrity experience
Michael Gloven
Founder · PLRPLR was founded on a simple conviction: the best asset integrity analytics come from people who understand pipelines. Over 35+ years in pipeline integrity — across analysis, presentations, and teaching — we saw the same gap again and again. Operators were rich in data but lacking in defensible, repeatable decisions.
So we built ML.ai: a platform that puts modern, explainable machine learning in the hands of integrity engineers, without the black boxes or the spreadsheet sprawl. Every model shows its work. Every result traces back to its source.
Based in Denver, Colorado, we work with pipeline operators who need their risk analysis to be both technically rigorous and genuinely usable.
Work with us- 35+ years of pipeline integrity experience
- 200k+ pipeline miles analyzed
- 40+ modeled use cases
- 15+ technical presentations delivered
- 150+ course attendees taught
What we believe
Principles behind every analysis
Rigor
Validated methods, documented assumptions, reproducible results.
Defensibility
Every number stands up to an engineer, an auditor, and a regulator.
Usability
Built for integrity teams.
Let's make your risk analysis defensible.
Start with a short conversation — we'll bring a sample dashboard.
Get started