The elements that separate a useful AI-assisted memo from a pile of unreviewed flags.
Key takeaways
A finding without a linked source document is an assertion, not evidence. The report should let anyone trace a conclusion back to the exact page and clause it came from.
This single practice does more for a memo's credibility than almost any other formatting choice.
Risk ranking should reflect what a finding actually means for the transaction, not simply how confident the AI was that it correctly identified the language. A low-confidence flag on a material issue still outranks a high-confidence flag on a trivial one.
This requires a human judgment layer on top of the AI's output, which is exactly where a qualified reviewer earns their place in the process.
Reviewer commentary should live next to each finding, not in a separate spreadsheet that's easy to lose track of. This keeps the reasoning behind every conclusion visible to anyone reading the memo later.
It also speeds up any follow-up questions from partners or committee members.
A strong findings report is honest about its own limits: which document categories received full review, which were sampled, and which weren't reviewed at all due to time constraints.
This transparency protects the deal team more than a report that implies full coverage without saying so explicitly.
A 30-minute call is enough to tell you whether AI pays for itself here.
