Due diligence on AI for industrial PE firms.
Clarifying downside risks, upside potential, and the AI roadmap for the holding period.
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What I Assess
Downside Risk
Data quality gaps, technical debt, system fragility, and assumptions that break under operational scrutiny.
Upside Potential
Where AI can realistically create measurable value within the investment horizon, and what it depends on.
AI Roadmap
A sequenced, practical plan for the holding period grounded in what the business can actually execute.
Why strong AI due diligence is critical to PE returns
- AI-linked value creation assumptions that go untested become write-down risk during the hold
- Technical debt hidden beneath AI claims erodes margins and delays integration timelines
- Overstated AI maturity inflates entry multiples and compresses realizable upside
- Without an executable AI roadmap, holding-period value creation stalls after close
- Independent technical judgment separates defensible AI value from narrative