Public Deal Claim Stress-Test for Micro-PE and Family Office Screening

A buy-side screening product that ingests only public or buyer-owned materials about lower-mid-market deals: CIM excerpts already shared to the buyer, management presentations, lender decks, broker teasers, press releases, and market claims copied into a structured worksheet rather than full confidential memos. AE converts each investment-relevant claim into explicit commitment and evidence classes, then pressure-tests for premise-conclusion severing, concession laundering, cosmetic confidence, and temporal/transmission blindness. The output is not a rewritten sell-side memo; it is an internal red-team brief for the buyer: which claims are robust enough to underwrite, which require confirmatory diligence, and which should be excluded from IC discussion unless independently verified. The feedback loop is rebuilt around fast external signals: missed deadlines, revised guidance, withdrawn claims in later materials, lender pushback, exclusivity dropouts, and post-LOI repricing triggers captured from deal process updates and subsequent document versions. This uses AE's reality-grading without requiring sellers to upload sensitive internal work product or manually maintain a long-lag outcome log.

AE has a credible, differentiated wedge in lower-mid-market buy-side screening because it turns seller-controlled deal claims into an auditable red-team brief with fast reality signals, while avoiding the confidentiality and workflow friction that usually blocks adoption.

Still in evaluation (phase: ranked). No verdict yet.