Agentic AI for cross-border M&A

Compress the cycle. Preserve the value.

Mid-market deals run eight to eighteen months, and value erodes across that window. The heaviest controllable cost sits at the start — the months analysts spend producing deal materials. RainMaker brings that to days.

The thesis

M&A is a value translation business — and the translation takes too long.

Boutique advisors carry deep judgement and relationships. What slows them is production: building the counterparty universe by hand, and drafting the same heavy deliverables mandate after mandate. RainMaker takes on that production so the advisor's hours go to judgement, not assembly.

8–18 mo
Typical time from mandate to close in the mid-market.
~3 months
Analyst time a single sector report or memorandum can absorb.
Days
To a review-ready draft of the same deliverable with RainMaker.
Two things, done well

Faster origination, and the deliverables that follow.

Upload a mandate and the workspace goes to work on both fronts at once — finding who matters, and drafting what the process demands.

01 — Origination

The right counterparties, prioritised

A scored universe of buyers or targets, ranked by strategic fit and backed by evidence rather than a name in a spreadsheet.

  • Fit, capacity, and appetite scored from real filings and news
  • Strategic rationale drafted for each counterparty
  • Prioritisation that puts the strongest fits first
02 — Deliverables

Standard documents, drafted agentically

Teasers, information memoranda, and sector reports produced in your house format, in days rather than months.

  • Teasers and information memoranda in house style
  • Sector and market reports at analyst depth
  • Meeting notes and summaries, kept deal-ready
Integrity

Everything RainMaker writes traces back to a fetched source. The system summarises real evidence — it never invents company facts. For a business built on trust, that line is not negotiable.

The corridor

Built first for DACH ↔ India & South Asia.

The sharpest value sits on cross-border mandates, where counterparty research spans languages, registries, and markets an advisor cannot cover by hand. We are building depth on the German-speaking sell-side and the Indian and South Asian buy-side before we broaden.

How it works

Built around your firm, not bolted on.

RainMaker is not a self-serve tool you configure alone. We onboard each advisor through a structured engagement, so the workspace reflects how your firm actually runs a mandate.

01

Workshop

We map your firm's deal journey end to end — how mandates move from origination to close, and where the hours are really spent.

02

Data ingestion

Your past deals are ingested into your own private workspace, so the system learns your house formats, your data sources, and your deal-lifecycle timelines. Your data stays yours and is never pooled with another firm's.

03

Custom product development

We build to your formats. Teasers, memoranda, and sector reports come out in your house style rather than a generic template.

04

User training

Hands-on training for your team, so the people preparing deliverables and running outreach are fluent in the workspace from day one.

05

Account management

A dedicated point of contact for questions, dashboard needs, upgrades, and troubleshooting — responsive support through the life of the mandate.

Data & security

Your process is your edge. We protect it.

Your formats, your deal history, and your relationships are the product of decades of work. Our architecture is built so none of it can leak — to us, or to another advisor.

The commitment

Each firm works in an isolated environment. Your data and formats are never used to train anything that serves another advisor. Full stop.

Isolation

Private workspace per firm

Your corpus sits in its own environment. Nothing is pooled or shared across clients.

No cross-client learning

Your edge stays yours

Proprietary formats and process are never reused to benefit a competing advisor.

Ownership

You own your data

Your data and derived formats remain yours, and are returned or deleted when you leave.

Encryption

Protected in transit and at rest

Encryption throughout, with role-based access so only the right people in your team see the right work.

Residency

Hosting on your terms

EU hosting for DACH mandates and regional options elsewhere, to meet your data-residency needs.

Integrity

Sourced, never invented

Every fact traces to a fetched source. The system summarises real evidence, and does not fabricate.

Infrastructure runs on established cloud providers, and formal certifications are on our roadmap. We are glad to walk your team through the architecture in detail.

Insights

Field notes on cross-border mid-market M&A.

Practitioner writing on the corridor, the deal cycle, and where AI genuinely earns its place in an advisory process. New pieces published here.

The cycle

Where value leaks across an 18-month deal

A look at the points in a mid-market process where time quietly costs the seller.

Coming soon
The corridor

Reading buyer appetite from public filings

What the record actually tells you about a counterparty's intent — and what it does not.

Coming soon
Wisdom & technology

What AI should not do in an M&A process

The line between amplifying an advisor's judgement and pretending to replace it.

Coming soon
The corridor

The succession gap driving German sell-side supply

A wave of Mittelstand owners is reaching exit without a successor — and family handover is no longer the default.

569,000German Mittelstand owners plan to withdraw without a successor by 2029, for the first time outnumbering those seeking one.Source: KfW Research, 2026
Coming soon
The corridor

Why Indian acquirers look to the German Mittelstand

Domestic buyers are too few for the businesses coming to market — an opening for cross-border acquirers with strategic intent.

9,600 : 4,000Transfer-ready German businesses versus available domestic buyers — a shortfall international buyers can fill.Source: DIHK, 2025
Coming soon
Deliverables

What a good teaser actually has to do

The difference between a document that gets read and one that gets a meeting.

Coming soon
Currently in private access

Working with a small number of advisors.

We build deeply with one or two firms at a time. If cross-border mid-market work is your world, we would like to hear from you.

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