One job at a time.
The paint-note agent is a clear, repetitive job, the kind that makes a good first agent. Others have followed on the same foundation.
Tameside-based · serving Warrington (42 minutes)
Agents for Warrington fabricators and manufacturers that take the repetitive jobs off supervisors and the office. Proven on the floor at Kingsland Fabrications.

Tell us which job eats a supervisor's or an office person's day. We will visit if it helps, say whether an agent is worth building, and agree a fixed quote after the audit.
Happy Webs is based in Tameside, Manchester, we serve Warrington businesses from 42 minutes away. If you want experienced AI engineers who'll travel for the workflow audit and build the right thing for your business, that's us.
The work in context · Illustrative scenes
An enquiry, form or document becomes a prepared task. A person checks uncertain details and approves consequential actions.
Sorting incoming information can leave an adviser more time for the judgement and conversation only they can provide.
At Kingsland Fabrications, a Warrington steel fabricator, a supervisor was spending up to two hours every day turning drawings and cut lists into paint instructions. We built a pipeline, using OCR and a language model, that reads the drawings and generates the paint notes. That time went back into fabricating and quality control. It is one of several agents running there, and each one removes a job that used to be just how things are.

The Warrington fabricator first came to us for a website. We then built the custom manufacturing execution system and production AI that now connects job tracking, shop-floor status and document-heavy work.
Published outcomes include supervisor paint-note work falling from roughly two hours a day to near zero and revenue finishing roughly 120% above the start-of-year plan for that financial year without an increase in the wage bill. We visit when the process needs to be understood on the shop floor.
See the Kingsland system and evidenceThese are the practical questions Warrington buyers usually need answered before they call or ask for a quote.
The paint-note agent is a clear, repetitive job, the kind that makes a good first agent. Others have followed on the same foundation.
Kingsland has a conversational assistant on tablets in the bays, so a supervisor sees live production information instead of rebuilding paperwork.
Photo-based quality control is one of the further layers at Kingsland.
Published client work
We map the job and find where AI saves time
Built around how your business works
Link email, CRM, accounts and job tools
Sort, prioritise and route incoming messages
Quotes, invoices and reminders sent for you
Your team learns to work alongside the agents
Not sure where to start?
Use our automation review to work out which repetitive task is worth tackling first. Compare the time involved with setup and running costs before committing to a build.
Warrington is about 42 minutes from our base in Ashton-under-Lyne. We visit when something has to be seen in person, such as the shop floor, and run the rest from Ashton-under-Lyne.
Kingsland came to us for a website. During discovery it was clear the website was a symptom. The shop ran large parts of the operation on a physical Kanban board and free tools bolted together, status updates meant walking the bays and the office day was lost to spreadsheets and inbox hunting. We built the custom system first, then put agents on top once the data was flowing.
The agents sit on that foundation. The paint-note pipeline reads drawings and cut lists. Further layers include drawing extraction into structured job data, a conversational assistant on tablets in the bays, photo-based quality control and more workflow automation. Supplier invoices matched to purchase orders is another, and that one is on its own page. A person stays in charge of anything that matters.
Kingsland reports roughly 120% revenue growth versus the start-of-year plan for that financial year, with no increase in the wage bill, and the case study credits the system and the AI, not the website. Your result will depend on your own bottlenecks. We visit Warrington when the workflow has to be seen on the floor, then build from Ashton-under-Lyne, and we carry on after go-live, picking the next bottleneck with you.
Yes, if your team spends time on repetitive admin, data entry or chasing updates. We audit the workflow first and only recommend automation where it pays back.
Projects start from around two thousand pounds for a focused automation. Multi-workflow builds cost more. We give a fixed quote after the initial audit.
A paint-note pipeline that reads drawings and cut lists, a conversational shop-floor assistant on tablets, photo-based quality control and further workflow automation, all on top of a custom manufacturing execution system.
Usually, yes. Warrington is about 42 minutes away, so we walk the job with the people who do it before deciding what to build.
Not on anything costly or sensitive. We build in a person to approve it and keep a record of what the agent did.
Keep exploring
Keep exploring
A new website. More customers. Less admin.
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