In a Step by Step Exit evaluation, how do institutional buyers discount a company that claims substantial AI productivity gains if those tools are managed informally across the team?

Question

Tyler Smith · Accepted Answer

Private equity buyers and strategic acquirers look at informal AI implementation as unmitigated operational risk, not sustainable margin expansion. If your team members are running company operations through personal subscriptions, pasting sensitive data into unvetted public models, or maintaining private prompt workflows, buyers will heavily discount your earnings.

In the Step by Step Exit framework, exit readiness requires transferable, defensible enterprise value. Acquirers evaluate operational automation through three basic lenses:

- Key person risk: If an employee leaves tomorrow, does their automated workflow vanish with them, or is the model architecture documented and integrated into the firm's central operating system?
- Legal and data liability: Has client data been exposed to open models in violation of service agreements, creating hidden regulatory or breach liabilities during due diligence?
- Replicability: Is your productivity improvement derived from an easily copied off-the-shelf subscription, or is it embedded in proprietary operational workflows that create a defensible barrier to entry?

To capture full valuation credit for AI-driven margins, bring those workflows out of the shadows. Document every system within your Core Processes on the V/TO. Secure enterprise-level software licensing, lock down prompt repositories, and prove that your operating platform functions independently of any single individual. Clean operational documentation turns productivity claims into verified enterprise value.