Why retrofitting AI rarely works
Most companies in private equity portfolios were built before AI. Bolting AI onto them leaves the old model intact.
Processes protect themselves
Workflows, systems and KPIs were designed for a pre‑AI cost base. Adding AI on top of them keeps the old model in place.
Incentives point the other way
Teams are rewarded for running today’s business well, not for making it obsolete.
The P&L can’t absorb the dip
A transformation inside the core competes with this quarter’s numbers, and usually loses.
A challenger inside your own walls
Instead of changing the old organisation from within, Avanpost builds the new one next to it and lets it compete for the business.
| Dimension | Retrofit | Avanpost |
|---|---|---|
| Leadership | Existing management, alongside the day job | A new leader with a dedicated mandate |
| Processes | AI added to existing workflows | Designed AI‑native from day one |
| P&L | Shared with the core business | Its own P&L and targets |
| Success measure | Efficiency gains in the core | Revenue moved to the new unit |
| End state | An improved version of the old model | A new operating model |
How it works
Four phases. Durations are indicative and depend on the business.
- 01
Diagnose
Typically 3–4 weeks
Map where AI changes the economics of the business: which processes, customers and revenue lines can move first, and what the new unit needs to win them.
Output Avanpost thesis and business case
- 02
Set up the unit
Typically 1–2 months
Appoint the leader, define the mandate, governance and P&L, and agree with the owners how customers and revenue will move.
Output Leader in place, mandate and gates agreed
- 03
Build and prove
Typically 3–9 months
Build the AI stack and processes, serve the first customers and revenue lines, and measure the unit against the core on cost, margin and quality.
Output Working unit with its own results
- 04
Redirect and replace
Ongoing, gate by gate
Move revenue lines to the unit as it proves itself. Restructure, shrink or exit the legacy operations it replaces.
Output A business that runs on the new model
Protecting value during the transition
Replacing the core is the point, but not at the expense of today’s cash flow. The move is staged and the owners stay in control of its pace.
- The core keeps running and funds the move until the new unit proves itself.
- Revenue moves in stages, through gates the owners set in advance.
- Each stage has explicit metrics: cost to serve, margin, retention and quality.
- At every gate the board can stop, slow down or accelerate.
Who it’s for
Private equity funds
Portfolio companies built before AI, where the value‑creation plan needs more than cost cutting.
Family offices and owners
Established businesses whose model is under pressure from AI‑native competitors.
Corporate buyers
Acquisitions where the target, or the acquirer, needs a new operating model to deliver the deal thesis.
Our role
It usually starts as a focused assessment, the diagnosis, and continues as an ongoing partnership through the build and the redirect.
- 01Write the diagnosis and the business case with the owners.
- 02Find and back the leader of the new unit.
- 03Design the AI stack and processes with our technical partners.
- 04Sit on the steering group through each gate, from first revenue to the redirect.