Applied AI engagement
AI proof of value
Test the riskiest business and technical assumptions with the smallest credible intervention. The output is evidence against agreed success measures and a clear production recommendation, not a demo.
The problem
Pilots are usually designed to succeed. They use friendly data, friendly users and no integration, so they prove nothing about production. The organisation then has a demo it cannot decide about.
Target outcome
A decision, backed by evidence, on whether the capability should go to production, be reshaped, or be stopped.
When this engagement fits
You have one problem, one owner and one measure. You know what “better” means and roughly what it is worth. You are not yet sure the technology can deliver it in your real operation, with your real data and your real people.
What we do
We agree the baseline and the decision gate first. Then we build the smallest thing that can produce evidence: sometimes a prototype in the workflow, sometimes a controlled experiment with human review, sometimes a change to the operating model with no new software at all.
Real users work with it. We measure what changes, including quality, error rates, time and the judgement of the people doing the work. We keep a record of every assumption we tested and what we found.
What you receive
Evidence against the success measures, a production recommendation, an updated business case and a list of the delivery risks we now know about. If the recommendation is to proceed, the proof becomes the specification for production delivery.
What we will not do
We will not sell a demo as an outcome, and we will not describe a prototype as production-ready. If the proof shows the value is not there, we say so.
FAQ
Questions people ask
What is the difference between a proof of value and a pilot?
A pilot shows that something can work. A proof of value shows whether it is worth doing, by measuring a business result against a baseline that was agreed before the work started.
How long does it take?
Usually four to ten weeks. The length is set by how long it takes to gather evidence, not by how long it takes to build.
What if the proof fails?
Then you have saved the cost of a production programme. A clear stop decision is a good outcome, and the evidence usually points to a better-shaped opportunity.
Start with the outcome