Prompt chaos
People use different instructions and get inconsistent outputs.
Already bought AI
You already paid. Make it show up.
AIFor.Wales, based in Wrexham, runs AI Rescue for charities and SMEs across Wales and the UK: we make the AI tools you already pay for show up in the work, or we tell you to stop.
The licences are there. Nobody is using them. The other organisation is still buying another demo. Yours starts earning — or we tell you to stop.
01What was it for
The original job, not the original slide.
02Where it died
Prompts, data, the supplier, the floor — we find the break.
03What you do next
Keep, fix, rebuild, or stop. Written down. Defensible.
How it works
Don’t buy a second tool until this one earns.
We look at the original aim, current workflow, technology, costs, data handling and user experience, then separate recoverable value from work that should be stopped, simplified or rebuilt.
Rescue does not always mean rebuild. Sometimes the best answer is a smaller use case, better training, clearer data boundaries or stopping a tool that should not continue.
- Collect the evidence.Review tools, prompts, outputs, costs, data flows and project notes.
- Interview users.Find out where confidence, usefulness or adoption broke down.
- Diagnose the route.Separate policy, data, design, supplier, model and workflow problems.
- Recommend action.Give a practical keep, stop, fix or rebuild plan with next steps.
What you get
A reset decision people can understand and act on.
Typical outputs include a project health review, risk and cost notes, adoption findings, data-flow observations, supplier handover questions and a practical recovery plan.
Common starting points
Tool overload
Too many demos, subscriptions or disconnected experiments.
Supplier confusion
Ownership, handover or data handling is not clear enough.
Pilot disappointment
The demo worked, but the real workflow did not improve.
Start here
If you already paid, say what never showed up on the floor.
We’ll tell you whether to make it earn, or stop.