AI Advisory
Most organisations that commission an AI strategy end up with a document. A strategic roadmap is something different — a prioritised, phased plan that connects AI ambition to commercial outcomes, and gives the organisation a clear picture of what to prioritise first, what to do next, and why.
The Problem
AI strategies tend to fail not because the ideas are wrong, but because the plan doesn’t survive contact with the organisation. The use cases are too ambitious for the current capability baseline. The sequencing doesn’t account for change capacity. The commercial logic is assumed rather than explicit. And the document lives on a shared drive while the business does something else.
A roadmap that gets executed looks different from the start. It is built around what the organisation can actually do — not what the technology can theoretically achieve. It connects every initiative to a commercial outcome. And it is sequenced to build momentum rather than maximise ambition on paper.
The difference between a strategy that sits in a drawer and one that changes how the business operates is almost never the quality of the ideas. It is the quality of the planning that sits behind them.
What’s Included
An honest assessment of where the organisation currently sits — technology infrastructure, data maturity, team capability, and leadership readiness. A roadmap built on assumptions about the baseline is a roadmap built to fail.
A structured process for identifying where AI creates genuine commercial value in your business — and applying a consistent framework to prioritise by impact, feasibility, and strategic fit. Not a wishlist. A ranked, defensible set of bets.
Every item on the roadmap is connected to a commercial outcome — revenue, margin, cost, customer experience, or risk. If it can't be connected to the P&L, it doesn't belong on the plan.
The order in which things get done matters as much as what gets done. Sequencing accounts for dependencies, capability build requirements, change capacity, and the need to demonstrate early wins that sustain organisational momentum.
Clarity on what the organisation needs to execute — internal capability, external support, technology investment, and leadership accountability. A roadmap without an ownership model is a strategy without a sponsor.
How progress is measured, how decisions get made, and how the roadmap stays live rather than becoming a document that's reviewed once a year and ignored in between.
The Difference
The temptation in roadmap work is to map what's theoretically possible. The discipline is scoping what's actually achievable given the team, the budget, and the appetite for change that exists in the organisation right now.
The highest-value AI use cases for most businesses are not the most technically sophisticated ones. Roadmaps that get executed start with the commercial logic and work backward to the technology, not the other way around.
Sixteen years inside digital and retail businesses means understanding the real constraints — change fatigue, competing priorities, budget cycles, and the gap between what gets announced in the strategy offsite and what actually happens on Monday morning.
The Process
Typically runs four to eight weeks depending on the complexity of the organisation and the scope of the use case landscape.
01
Understanding the business model, commercial priorities, current AI maturity, and the strategic questions the organisation needs answered. Typically involves structured sessions with leadership and key stakeholders.
02
Identifying and evaluating AI opportunities specific to the organisation — through a combination of industry knowledge, business model analysis, and working sessions with functional leads.
03
Applying a consistent framework to rank and sequence use cases. Output is a prioritised backlog with clear commercial rationale for the ordering — not just a list.
04
Building the phased plan — timelines, resource requirements, ownership, milestones, and governance. Designed to be a living document, not a static deliverable.
05
A working session to walk leadership through the roadmap, pressure-test the logic, and align on the first 90 days. Leaves the organisation with a plan it owns, not one it's been handed.
Get in Touch
Share where the organisation is with AI right now and what you’re trying to achieve. Patrick will respond with a view on whether a roadmap engagement is the right fit and what that could look like.
Prefer to email directly? patrick@rechsteiner.io