20 PE operating partners reveal: engineering methodology, not size, blocks AI adoption

brucemacv · x · 2026-08-30

Over six weeks, the author spoke with 20 private equity operating partners about AI inside their portfolio companies. Four recurring themes:

The compounding gap: Most operating partners are still building their AI strategy, but firms that started six months ago are compounding their lead, and it gets harder to close each quarter.
Same constraint, different excuse: Large portcos blame legacy systems, small ones blame lack of scale — the real constraint is the absence of an engineering methodology to deploy AI against a production operation. Size determines where you start, not whether you can.
Surface-level usage: Most portcos use AI for email drafts and meeting notes; the majority of partners couldn't describe what comes next. The few pushing AI into claims processing, underwriting, or revenue operations are starting to see returns.

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