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Guide

AI opportunity assessment: what good looks like.

Many firms now hold an AI budget and are looking for a clear method to spend it well. This guide sets out what a rigorous assessment produces, and the questions that help you choose one with confidence.

Four artefacts

What a credible assessment produces.

An AI opportunity assessment is a structured review that identifies which parts of a business process could be performed by a machine, ranks them by value and feasibility, and attaches evidence to each recommendation. With these four artefacts in place, every recommendation stands up to scrutiny.

01

A validated map

How the work is actually done, captured from the people who do it and signed off by a named person. Procedure documents describe how work is meant to run; the validated map records how it happens.

02

A score for every step

A consistent, published method applied to every step. Each score opens to show the evidence that produced it, and when the evidence changes, the score changes with it.

03

A measured baseline

Volume, cycle time, effort, rework and exception rate as they stand today, each with a confidence level and the method used to obtain it.

04

A designed test per candidate

The smallest experiment that could disprove the benefit, with the success threshold agreed in writing before it runs.

On this page
  1. Why the evidence matters
  2. Opportunity and readiness assessments answer different questions
  3. Six questions that show a rigorous assessment
  4. Why the cheapest rungs come first
  5. What it typically costs

In brief

  • A credible assessment produces four things: a validated map, a score for every step, a measured baseline and a designed test for each candidate.
  • Six questions help you judge an assessment before you commission it, whether you buy it in or run it yourself.
  • The cheapest rungs (eliminate, standardise and integrate) often carry the most realisable benefit, with no AI required.

Why the evidence matters

The evidence attached to each recommendation is where the value sits. Many capable advisers can produce a list of things that might be automated. The harder task, and the useful one, is a list a Chief Operating Officer can take to a board, explain under questioning, and be measured against a year later.

Knowing what a process cost before the change is what lets you prove the benefit after it. That makes the baseline the deliverable worth asking for by name.

Opportunity and readiness assessments answer different questions

The two are often confused, so it helps to be clear which one you need.

AspectReadiness assessmentOpportunity assessment
What it scoresThe organisation: data quality, skills, governance and cultureThe work itself
What it producesA maturity ratingA ranked list of specific candidates
The question it answers"Could we?""What, in which order, and worth how much?"

Readiness work has its place, usually earlier and usually once. A maturity score of 2.7 out of 5 describes the organisation, while a ranked list tells a team what to do on Monday. For a firm that has already committed budget, the opportunity question is typically the next one to answer.

Six questions that show a rigorous assessment

Whether you commission this externally or run it yourself, these questions are most useful before you start.

  1. Where does the map come from?A map captured from the people who do the work reflects actual practice. Maps drawn from procedure documents tend to inherit the gap between documented and actual practice, which is often where the opportunity sits.
  2. Is the scoring method published?Being able to inspect the factors and their weights before you commit is what lets you challenge the output afterwards.
  3. Does every recommendation carry a control pattern?In a regulated process, a recommendation to automate is complete when it includes the approval points, sampling rate and audit trail.
  4. Is there a baseline?Ask what will be measured, when, and by whom, and what the confidence level is on each figure.
  5. What does it recommend leaving alone?Clear "leave this alone" findings are a quality signal. They show the method has been applied with care to every process.
  6. What happens to the map afterwards?A live map keeps pace as the work changes. A PDF records a single moment of something that keeps moving.

Why the cheapest rungs come first

A good assessment places each step on a ladder of options, with more choices than automate or leave. The lower rungs of eliminate, standardise and integrate often carry more realisable benefit than the AI rungs, at a fraction of the cost and risk.

This matters commercially as well as methodologically. Removing a step that adds no value is the cheapest improvement available. Automating that same step means paying to build it, paying to run it, and making a redundant activity permanent, which is the most expensive mistake in this field.

Expect a good assessment to show that a meaningful share of the opportunity needs no AI at all. That finding is a reassuring sign of a careful method. See the full disposition ladder.

What it typically costs

A guide to the market range

For a firm of 100 to 2,000 staff, covering one business area of ten to fifteen processes over four weeks, a fixed fee in the high teens to mid twenties of thousands of pounds is a fair market range.

A consultancy running the same scope over six to eight weeks at day rates will typically land between £60,000 and £150,000, with the extra spend usually going on organisational analysis. Knowing both ranges makes it easier to compare proposals with confidence.

How PinpointProof does it

Four weeks, one business area, a fixed fee.

Each week has a clear purpose, and you keep the workspace at the end, so the map stays in use as a working record.

The scoring method is published in full →

  1. Week one: scope and baseline

    We agree the scope together and establish the baseline the benefit will be measured against.

  2. Week two: map

    Facilitated sessions with the people who do the work capture how each process really runs.

  3. Week three: score and challenge

    Every step is scored, then a challenge session runs with risk and compliance in the room.

  4. Week four: register and roadmap

    You receive the ranked register, a sequenced roadmap and three designed tests.

4 weeksOne business area
10 to 15Processes in scope
Fixed feeScope agreed at kick-off
3 designed testsDelivered in week four

Questions

Common questions.

What is an AI opportunity assessment?

An AI opportunity assessment is a structured review that identifies which parts of a business process could be performed by a machine, ranks them by value and feasibility, and attaches evidence to each recommendation. A credible one produces four things: a validated map of how the work is actually done, a score for every step, a measured baseline to judge benefit against, and a designed test for each candidate before anything is built.

How is it different from an AI readiness assessment?

A readiness assessment scores the organisation, its data, skills, governance and culture, and produces a maturity rating. An opportunity assessment scores the work, and produces a ranked list of specific candidates with benefit cases attached. Readiness tells you whether you could. Opportunity tells you what to do on Monday.

How long should an AI opportunity assessment take?

Four weeks for one business area of ten to fifteen processes is a realistic scope for a firm of 100 to 2,000 staff. Engagements that run six to eight weeks usually spend the extra time on organisational analysis.

What should the deliverable contain?

A ranked opportunity register where every candidate carries an AIQ score, a disposition, a quantified benefit range with a confidence level, the control pattern the change would require, and a designed test. With the control pattern and the test in place, each recommendation is ready to act on.

Who should own it inside the firm?

The person accountable for the operation, usually the Chief Operating Officer, Head of Operations or Head of Change. Ownership by the operation keeps the focus on value. Assessments led from IT tend to favour candidates chosen for technical tractability.

Know where to start.
Prove it worked.

Book a thirty-minute walkthrough. Bring one process and we'll show you its map, scores and opportunity register.