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The economics of incomplete buyer Q&A in sell-side M&A processes

A research note on how seller responsiveness in confirmatory diligence translates into measurable indicative pricing impact, and why the effect concentrates at the lower mid-market end of the deal market.

May 3, 2026·9 min read·researchm&a

AI in M&A document review tooling: a failure analysis of keyword and semantic retrieval

Why keyword and vector search in incumbent VDRs (Datasite, Intralinks, iDeals) fail on three categories of M&A diligence questions, and the case for graph-based retrieval in $10M–$100M sell-side mandates.

May 1, 2026·8 min read·researchaim&a
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