Selected work I led at Production Modeling Corporation
Client names are withheld. Each project links to the full article, with co-authors credited.
From outdated asset database to decision-ready twin
- Challenge
- A multi-site owner’s asset database no longer matched what was in the field.
- Approach
- Owner-aligned standards defined up front with the FM team, then drone and laser-scan capture and a photo-verified asset audit.
- Result
- A normalized Asset Information Model, ready for Revit-capable FM platforms such as Autodesk Tandem.
Read the full article on LinkedIn
When the asset is the empty space
- Challenge
- A warehouse scanning effort raised a different question: what if the asset worth managing is the storage slot itself?
- Approach
- A pilot treating storage slots as managed digital assets: 167,900 slots, 12 data values each, populated with AI-assisted Python.
- Result
- Proof-of-concept wayfinding and slot visibility.
Read the full article on LinkedIn
The building already has the answers
- Challenge
- A late-1980s training facility whose information was split across 58 drawing sheets, CMMS records, owner BIM requirements, and a point cloud.
- Approach
- AI-assisted reconciliation across every one of those sources.
- Result
- About a third of installed equipment had no drawing evidence, including boilers marked “delete” that were still running.
Read the full article on LinkedIn
AI-built automation without a development team
- Challenge
- Automating BIM and asset data work without a dedicated software development team.
- Approach
- Two years building a version-controlled pyRevit library across three tiers: firm-wide QA, plant-floor and warehouse assets, and an enterprise program spanning hundreds of sites. Alongside it, a cross-functional AI committee.
- Result
- Shared, maintained tools, including the asset data pipeline for the enterprise program.
Read the full article on LinkedIn
Have a building, a portfolio, or a program that needs its data to agree?
Taking new engagements starting November 2026.
Start a conversation