Financial Services / M&A Sourcing

Deal Sourcing & Acquisition Automation

A high volume deal pipeline where sourcing, initial qualification, and paperwork drafting are automated, but every outbound financial commitment still passes through a human approval step.

system.statusdeal-sourcing-automation.runagent.liveworkflow.ok
Problem

Sourcing acquisition targets, handling broker communication, and drafting offer paperwork manually is slow and doesn't scale past a handful of live deals at once.

System architecture
  1. 01
    Automated sourcing

    Automations continuously scrape and pull new listings from multiple business for sale marketplaces, storing them centrally and updating daily.

  2. 02
    Broker reply handling (Agent 1)

    When a broker replies to an inquiry, an AI agent reads the message (including extracting text from attached deal documents like CIMs), matches it against buyer criteria, and decides whether to qualify the deal, ask a clarifying question, or reject it.

  3. 03
    Follow up scheduling (Agent 2)

    For deals awaiting a broker response, a second agent manages follow up timing and stop conditions, so nothing falls through the cracks without over messaging brokers.

  4. 04
    LOI drafting (Agent 3)

    For qualified deals, a third agent drafts a Letter of Intent, which gets formatted into a properly structured document.

  5. 05
    Human approval gate

    Before anything goes out, the draft LOI routes through a Slack approval workflow with interactive approve/reject buttons, keeping a human firmly in the loop on financial commitments.

  6. 06
    Send and tracking

    Once approved, the LOI is sent from the client's own email address, and the deal's status is updated through the pipeline (from initial qualification through to 'LOI sent').

Result

A high volume deal pipeline where sourcing, initial qualification, and paperwork drafting are automated, but every outbound financial commitment still passes through a human approval step.

Keywords
  • deal sourcing automation
  • M&A automation
  • AI LOI drafting
  • acquisition pipeline automation
Content angle

Where to keep a human in the loop when automating deal sourcing. A strong thought leadership piece on the approval gate design pattern.

Frequently asked
Does the AI send Letters of Intent without human approval?+

No. Every LOI is drafted by Claude and routed through Slack for human approval before it leaves the system.

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