AI readiness: what to settle before you invest
AI readiness is less about technology than about decisions that have usually already been deferred. Before a tool is chosen, five questions decide whether an AI programme changes how work gets done or quietly stalls after the pilot. We work through these five areas in the first week of an engagement, because they show where the real constraint sits — and it is rarely the model.
What readiness means here
Readiness is not enthusiasm, and it is not a budget line. It is the state in which a firm can take one piece of work, change how it is done, and know within a quarter whether the change was worth keeping. That needs an owner, material a tool can actually read, a rule about what may be shared, people who have seen good output on real work, and a baseline to compare against. A firm can be strong in four of those and still fail, because the weakest one sets the pace of everything else. The purpose of assessing them is not to score well; it is to find the constraint early, while it is still cheap to fix.
The five areas we assess
A named owner and one defined workflow
Readiness starts with a decision about which piece of work changes and who is accountable for it. Firms that begin with a single workflow, one owner and a measure of success get further than firms that begin with a tool.
Why it matters Without an owner, a pilot ends as soon as attention moves elsewhere.
First step Name one workflow, one owner and one measure before any tool is purchased.
Material a tool can actually read
Most professional services work is documents: bids, contracts, policies, matter files. Readiness means knowing which of those the firm owns in a form that can be searched and referenced, and which live only in someone's inbox or in a scanned file.
Why it matters Model quality sets the ceiling of what AI can do; document quality sets the floor.
First step Take the ten documents a chosen workflow depends on most and check each is findable and current.
A clear rule for what AI may touch
Clients need to know how their material is handled. Readiness is having an explicit answer: which tools are approved, what may never be uploaded, who reviews output before it leaves the firm, and where that answer is recorded.
Why it matters A defensible rule lets people move quickly; an unclear one slows the whole firm down.
First step Write a one-page rule covering approved tools, prohibited data and the review step.
People who recognise good output
The firms getting value are rarely the ones with the most training sessions. They are the ones where a few people learned a tool properly on real work and then showed colleagues the result.
Why it matters Adoption spreads through visible, useful examples rather than mandates.
First step Run one live piece of real work through the tool in front of the team that does that work.
Numbers you can defend
Readiness means being able to say what changed: hours returned, turnaround shortened, revenue won, errors caught. Those numbers decide whether a use case is scaled, refined or stopped.
Why it matters Without a baseline, every pilot looks successful and none can be justified.
First step Record the current time and cost of the workflow before you change it.
What good looks like
When the five are settled, a first project becomes unremarkable in the best way. One workflow changes, a named owner runs it, output is reviewed before it leaves the firm, and a number moves: hours returned, turnaround shortened, or revenue won that would otherwise have been missed. Six to eight weeks is normally enough to reach that verdict. A clear no is a good result. It is cheaper than scaling something nobody can measure, and it releases the attention for the next candidate.
Where to start
If you are unsure which of the five is your constraint, start with the workflow causing the most friction and the person who feels it most. That pairing usually reveals the answer within a week — and it is the same ground we cover in a first conversation.
This assessment sits alongside our consultancy engagements and leadership coaching. If it would help to talk it through, the first conversation is free.
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