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, where the managing directors’ relationships with sponsors and strategics are the franchise.

The operating constraint

Winning and executing a mandate depends on knowing which strategics have an adjacent reason to buy, which sponsors have a platform and remaining capacity, and which of the bank’s MDs knows each decision-maker. That knowledge is rebuilt by analysts for every pitch from a data terminal and a recycled buyer list. During the process, 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 maps the sector from licensed transaction data and research. A buyer-fit analyst records the strategic rationale, comparable acquisitions, and evidence for every candidate; a capacity researcher gathers fund vintage, remaining investment period, and recent deployment, marking documented versus assumed capacity. A coverage coordinator links each buyer to the banker who knows them and drafts a tiered outreach sequence. Once the process is live, 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, and a process coordinator tracks IOI/LOI milestones. Attribute-based access control scopes every retrieval to the mandate.

Market intelligence agentBuyer fit analystCapacity researcherCoverage coordinatorFinancial verifierProcess coordinator

The work product

  • A tiered, citation-backed buyer universe with fit rationale, capacity evidence, and relationship owners for each mandate
  • Sponsor coverage maps showing platforms, fund age, and the bank’s relationship history
  • A single governed fact base powering the teaser, CIM, and management presentation, with a cross-document inconsistency register
  • A mandate dashboard covering outreach status, IOI/LOI progress, open diligence requests, owners, and next actions

The operating shift

The intended result is a managing director who walks into every pitch and every buyer call with the evidence behind each name, and a deal team operating from one current, provenance-linked record. Materials are generated from that record rather than assembled by 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