The CTO’s guide for AI due diligence.

PE firms built empires on calculated risk. Right now, many of them are hesitant to buy because they can't calculate the AI risk.

That uncertainty could be your advantage. Here's how.

We closed a successful PE exit navigating exactly that dynamic. AI readiness has become its own workstream.

Here's the 7-area framework that emerged from that process, and where gaps become discounts buyers will apply:

Data Readiness

Structured data model. Governance. PII segregation. Rights-cleared datasets. Data lineage. This paid off more than anything else for us. Buyers don't know exactly what they'll do with AI, but they know nothing works without a solid data foundation.

Architecture

Modular AI service layer. API isolation. Observability. Cloud elasticity. If scaling AI means re-platforming, that's a future cost buyers will price in today. And they won't be generous about it.

• Governance&Compliance

AI policy. Human oversight. Bias testing. Audit trails. Override capability. Explainable decisions. If no one can answer "who owns this AI decision if a regulator challenges it?" That uncertainty has a price.

Security

Endpoint hardening. Prompt injection mitigation. Access controls. Logging. Table stakes. But gaps here stop deals. Full stop.

Commercial Impact

ARR lift. Margin improvement. Retention impact. AI roadmap tied to EBITDA. what AI has delivered, and whether there's a credible plan for what it will deliver next. Specific roadmaps get rewarded.

• Vendor&IP Risk

Model provider dependencies. Output ownership. Contractual exposure. Deprecation risk. What happens to your product if OpenAI changes its pricing, or your model provider sunsets an API?

• People&Org Readiness

Psychological safety. Role clarity. Workflow digitization. Buyers can tell within an hour of talking to your team whether AI is a leadership priority or a side project. Culture due diligence is real.

Most companies can speak credibly to 2-3 of these. Buyers will probe all 7. Every gap you can't explain becomes a discount they will apply.

Next week, I'll share the 6-pillar PE exit framework: what buyers evaluate beyond AI.