Sample output

PE example: an AI diligence memo you can challenge

This illustrative memo shows how Use Case Foundry can package outside-in evidence, management questions, AI value hypotheses, and a 100-day plan into an investor-readable artifact.

1

Separate grounded AI value levers from generic 'AI-enabled' claims.

2

Turn missing proof into management questions before the IC memo hardens.

3

Use the same structure across portfolio companies for a comparable read.

Illustrative memo structure

> This is a sample artifact designed to show the format of a diligence memo. It is not a claim about a real company.

Investment question

Can this company create differentiated value from AI within 12 months, or are the current claims mostly generic automation upside?

Headline findings

  • Grounded near-term lever โ€” one workflow shows repeated pain, reachable evidence, and a clear owner.
  • Strategic upside โ€” there may be a reusable capability, but it depends on rights to data and repeatable operating loops.
  • Core uncertainty โ€” management still needs to prove whether the workflow evidence is broad enough for portfolio-scale rollout.

Management questions that would most change the decision

  1. Which customers or internal teams already feel the pain strongly enough to sponsor a pilot?
  2. What data can the company actually access, retain, and evaluate?
  3. Which operator owns rollout, approval boundaries, and post-pilot adoption?
  4. Where would a failed pilot create legal, customer, or operational downside?

Portfolio comparison lens

LensCompany ACompany B
Workflow pain clarityHighMedium
Proprietary evidence accessMediumLow
Defensibility potentialHighMedium
First 100-day readinessMediumHigh

First 100 days

  1. Confirm one high-value workflow and the owner who can sponsor it.
  2. Request representative data, approval constraints, and current process evidence.
  3. Reject or demote generic AI narratives that cannot survive the evidence review.
  4. Produce a bounded pilot plan only for the candidates that remain grounded.

What this artifact is for

The memo helps a deal or operating team challenge the claim, not merely admire it. It should expose where the company has a real path to AI value creation and where further management evidence is required.

Ready to apply this to your own AI roadmap?

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