How a small PE firm 5x'd owner conversations with a custom Claude agent
A small private equity firm focused on acquiring IT services businesses wanted more time in front of owners. We designed and built a Claude-powered AI teammate to the principal. Weekly owner conversations went up roughly fivefold, with no new hires.
- Owner conversations / wk
- 5x
- Principal hours returned
- ~12/wk
- Foundation model
- Claude
The problem
The principal was the bottleneck. He was the person brokers wanted to talk to, the person owners wanted to meet, and also the person keeping the CRM current, writing the weekly update, prepping for calls, and triaging a 300-message inbox. Most weeks he had time for a small handful of real owner conversations. The pipeline kept ballooning; the actual deal motion did not.
What we built
Working alongside the principal for a few weeks, we designed a custom AI teammate built on Anthropic's Claude. It runs against the firm's real systems. It reads the inbox, keeps the CRM clean, researches owners and businesses ahead of calls, drafts outbound in his voice, and hands him a short morning brief of what actually needs a human. Code and data live in the firm's own environment.
The outcome
- 5x owner conversations per week. The principal now spends his hours on live conversations, not the coordination layer around them.
- Roughly 12 hours a week returned. Inbox triage, CRM hygiene, and meeting prep moved off his plate.
- A pipeline that stays current. Deals get logged, followed up on, and surfaced without anyone having to remember.
Why Claude
We chose Claude as the foundation for three reasons that mattered to this engagement. Reasoning quality held up on real work, not just demos; long context let the agent hold a deal and its full history in a single thought; and the safety posture made the principal comfortable letting it touch the inbox and CRM at all. Those three together are what turned the idea into something he uses every morning.
What this pattern fits
Firms where a small number of senior operators are the bottleneck. The work compounds when you can put them back in front of the counterparties who move deals, and take the rest off their desk. If that sounds like your team, the first conversation is 20 minutes.