Case study – boutique M&A advisory
A full origination desk a two-partner shop couldn't hire for.
A boutique advisory firm stood up a full outbound origination capability – research, targeting, personalized outreach, reply handling and scheduling – with no new hires. About 21 days after the first email went out, it signed a sell-side mandate carrying an estimated $350K in advisory fees.
Results
From first email to a signed mandate in about three weeks.
- ~21 days
- first email to signed mandate
- From activation to a signed sell-side engagement
- ~$350K
- estimated advisory fee
- On the signed mandate
- ~80 hours
- prospecting time returned
- Senior time moved from prospecting to qualified meetings
- 0
- added headcount
- The partners ran it with the team they had
At a glance
The short version.
What changed
The prospecting that used to eat partner hours – research, personalization, follow-ups, scheduling – now runs as a workflow.
Where the time went
Partners walk into meetings with owners who fit, already briefed, instead of doing the legwork.
The safeguard
Sent in the firm's own voice, one company at a time, with deliverability, do-not-contact and CRM checks and review points the partners control.
No new headcount
The output of an analyst desk, without the hire.
The situation
The pipeline problem every boutique knows.
The firm wanted a reliable origination channel but had no way to build one with the team it had.
- Deep sector expertise, but no capacity to prospect consistently
- Cold outreach was ad-hoc; personalization at volume wasn't possible with the team they had
- No appetite for mass email that could damage a hard-won reputation
- Wanted to scale origination without hiring
What went live
An origination desk that runs itself – with the partners in control.
Market intelligence and targeting
Sub-segments defined with the partners against their ideal client profile, then companies identified, records enriched and owners prioritized by fit.
Personalized outreach at scale
First-touch emails and follow-ups drafted in the advisor's own voice, one company at a time rather than one template for all.
Review points where the firm wanted them
Every outreach and reply started with the AI agents and passed the partners' review standard, until the firm chose to shorten that step once the output proved itself.
Deliverability and list hygiene
Additional sending addresses on lookalike domains, industry-standard warm-up, and do-not-contact and CRM checks before anything sent.
From reply to booked meeting
When owners engaged, the AI agents carried the back-and-forth, proposed times, booked the meeting and left a one-page brief so the partner walked in prepared.
A repeatable base
Segments and scripts that worked were kept and extended into adjacent niches rather than rebuilt each cycle.
Where the time went
The hours that came back.
The partners stopped spending hours on research, drafting and chasing replies – about 80 hours of prospecting came off their desks. Those hours moved to the only thing that needs them – 30-minute calls with owners who were a genuine fit. Meetings came in across several sectors in the first weeks, and the fit held up: no sitting through mismatched calls.
What's realistic
A channel, not a lottery ticket.
Origination is a long game – a durable pipeline builds over months, not days. The value isn't a single fast win; it's a channel that runs every week and compounds as segments, scripts and nurtured leads accumulate. In this engagement, one early conversation moved quickly – from first email to a signed sell-side mandate in about 21 days, worth an estimated $350K in fees – while the rest of the pipeline keeps building week by week.
“What impressed me was the pace and the fit. In the first few weeks we weren't drowning in noise – we were meeting the right owners, and one turned into a signed sell-side mandate. The AI agents did the heavy lifting, and the guardrails around our brand made it easy to green-light.”
Partner, lower-middle-market advisory firm
Results
Hours back, and a channel that keeps running.
Hours returned
About 80 hours of research, drafting and reply management off the partners' plate.
The right conversations
Meetings with owners who fit, across multiple sectors.
Reputation protected
The firm's own voice and deliverability discipline in every message.
A channel that compounds
Segments and scripts carry into the next niche – and one early conversation became a signed mandate in about 21 days.
Wondering what this would look like on your mandates?
We'll talk through your market, your current pipeline and where the first workflow slots in.