Engagements

Origination and distribution at volume

AI for broker firms

Brokerage throughput is limited by how many opportunities a team can put in front of the right counterparties, and how reliably it follows up. Most of that work is drafting, list-building, and record-keeping — which is exactly the work that automates well.

What we build

Each of these is scoped as its own workflow. Most engagements start with one and extend from there.

Teaser automation

Manual today

Each teaser is written by hand from the underlying information memorandum and financials, anonymised manually, then reformatted for every recipient group.

What we build

Drafts generated from source documents against your house template, with anonymisation rules applied consistently and a partner review gate before anything is released.

Outreach campaign management

Manual today

Counterparty lists assembled by hand for every mandate, each approach personalised individually, and no reliable record of who received what.

What we build

Lists assembled from your CRM and external sources, personalised against the specific opportunity, with scheduling, suppression rules, and a complete send record.

Follow-up management

Manual today

Chasing non-responders from memory, inconsistent cadence across the team, and interest going cold because the second touch never happened.

What we build

Sequenced follow-ups keyed to recipient behaviour, drafted replies to routine questions, and escalation to a person at the point where genuine interest appears.

Agent-driven CRM management

Manual today

CRM accuracy decays because updating it is nobody’s priority after a call, so the pipeline view the partners rely on is quietly wrong.

What we build

Agents write back to the CRM from email, calendar, and call notes, keeping records current without analysts doing data entry.

Where else the time goes

Recurring manual work we see across firms like yours. Not every one of these will apply — establishing which do, and which are worth automating first, is what the Operating Diagnostic is for.

  • NDA issuance, execution tracking, and expiry monitoring
  • Counterparty qualification and buyer screening
  • Data room access administration across live mandates
  • Deal status reporting back to clients
  • Mandate and fee agreement tracking
  • Pipeline reporting to partners

Start with the diagnostic

Three to four weeks to establish where the leverage actually sits in your workflow, and what is worth building first. You keep the assessment either way.