Illustrative case study. This anonymized engagement blueprint depicts a representative agentic workflow architecture; it does not describe a verified client engagement or a measured performance result.

The mandate

An independent middle-market investment bank running concurrent sell-side M&A processes for founder- and sponsor-owned businesses.

The operating constraint

Deal teams simultaneously build strategic and financial-sponsor buyer universes, refresh trading comps and precedent transactions, draft teasers, CIMs, and management presentations, and manage a VDR that changes daily. The same KPIs are restated across a dozen documents, Q&A logs diverge from the CIM, and senior bankers need a current, defensible view before every buyer call — all while MNPI must stay behind strict information barriers between mandates.

The multi-agent architecture

A market-intelligence agent uses hybrid retrieval with re-ranking over licensed transaction data and sector research to map the landscape. A buyer-universe analyst profiles strategics and sponsors against explicit fit criteria and runs LBO capacity analysis on a deterministic engine. A financial verifier resolves every figure to a single knowledge graph of company facts and flags inconsistencies across the teaser, CIM, model, and Q&A log. A process coordinator monitors VDR activity, tracks process letters and IOI/LOI milestones, and compiles a mandate brief. Attribute-based access control scopes every retrieval to the mandate, preserving information barriers.

Market-intelligence agentBuyer-universe analystFinancial verifierProcess coordinator

The work product

  • A citation-backed market map, trading comps and precedent-transaction sets, and draft buyer profiles
  • A single governed fact base powering the teaser, CIM, and management presentation
  • A cross-document inconsistency register spanning the CIM, model, VDR, and Q&A log
  • A mandate dashboard covering IOI/LOI status, open diligence requests, owners, and next actions

The operating shift

The intended result is a deal team operating from one current, provenance-linked record. Analysts focus on exceptions and the quality of the materials; senior bankers enter every client and buyer conversation with the evidence at hand.

Human-in-the-loop governance

Bankers approve buyer lists, valuation outputs, and all client materials. Confidential information and MNPI remain restricted by mandate, and every outreach requires explicit human approval.

Explore the underlying workflow