Praeferre/Advisory/AI Transformation Management
Advisory Services

The programme discipline that turns AI pilots into AI value.

Most enterprises don't have an AI adoption problem — they have an AI portfolio problem. Dozens of pilots, no shared governance, no consistent way to measure what's actually working. We bring the programme management discipline that turns scattered AI initiatives into a portfolio with real, board-visible return.

Focus areas: PORTFOLIO GOVERNANCE STAGE-GATE DELIVERY VALUE TRACKING BOARD REPORTING
56%

of CEOs report zero measurable ROI from AI in the past 12 months

42%

say AI is capable, but their organisation isn't set up to capture its value

10%

say AI is genuinely core to how their business operates, despite 73% using it regularly

Source: Publicis Sapient, 2026 Global Enterprise AI Report (PwC Global CEO Survey, January 2026, cited therein).

Portfolio governance that actually gets used

Portfolio governance that actually gets used

When every team runs its own AI pilot with its own success criteria, leadership ends up with a slide full of green statuses and no real picture of value. We set up a single, lightweight governance layer across your AI portfolio — not a bureaucratic gate that slows teams down, but a shared way of deciding what to scale, pause or kill.

The goal is fewer, better-resourced initiatives that actually reach production, not a longer list of pilots.

  • One evaluation framework applied consistently across every AI initiative
  • Clear stage-gates from pilot to production, with defined exit criteria at each
  • A single view for leadership of what's live, what's stalled, and why
What this looks like in practice
01 · DISCOVER 02 · DESIGN 03 · VALIDATE 04 · SCALE
Value realisation, tracked from day one

Value realisation, tracked from day one

ROI on AI initiatives is notoriously hard to prove after the fact, because nobody agreed what to measure before the project started. We build the value case and the measurement plan together, at the start of every initiative — so the business case is testable, not aspirational.

That evidence feeds straight into the same reporting your board already expects for every other strategic investment.

  • Baseline metrics agreed before a single pilot goes live
  • Value tracked against the original business case, not redefined after the fact
  • Board-ready reporting that shows real portfolio return, not activity
Connected to your compliance posture
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How we work

A structured engagement, not an open-ended retainer

Every advisory engagement follows the same disciplined shape — grounded in your business, evidenced at every stage, and designed to hand over a system your team can run, not a dependency on ours.

STEP 01

Baseline

Agree what success looks like and how it will be measured, before build starts.

STEP 02

Govern

Apply one consistent stage-gate framework across every AI initiative in flight.

STEP 03

Deliver

Move initiatives through pilot to production with clear ownership at each stage.

STEP 04

Realise value

Track outcomes against the original business case and report it plainly.

Start your compliance journey

Talk to our advisory team about ai transformation management

A short discovery call is enough to map where this engagement would create the most value in your organisation.