AI engineering services, Essex and UK
AI engineering for businesses that can't afford AI theatre.
Anyone can call a model. Engineering is choosing the right one, proving it works before it ships, keeping the bill predictable, and making it learn from the people who use it. That is what we build into every AI feature, for ourselves first and then for clients.
If AI means ChatGPT to you, start here
ChatGPT is a very capable assistant you talk to. AI engineering is putting that kind of capability inside a tool your business runs every day, so it reads your enquiries, scores your deliveries or forecasts your Saturday without anyone typing a prompt. The engineering is what makes it reliable, affordable and yours.
Using a model is the easy part. Engineering is everything around it: which model, how you know it is right, what it costs at scale, and how it improves. Without that, you have a demo, not a tool.
Almost never. We build on the best available models and put the engineering into how they are used. We don’t train or fine-tune models, and we’ll tell you if your problem genuinely needs that.
Usually pence a day at small-business volumes, because we route to the cheapest model that passes the tests and cap daily spend. We show you the real number from production, not an estimate.
Four things we do that “adding AI” skips
The right model for each job
A cheap fast model for sorting and extraction, a stronger one for writing, a fallback chain when a provider has a bad day. Routing by task is often the difference between a tool that costs pence a day and one that costs pounds an hour.
Tested before it ships
Every prompt gets a set of real examples it must pass, with a bar it has to clear. When we change a word, we know what it broke before your customers do.
A bill you can predict
Repeated instructions are cached rather than paid for twice, every call is metered, and a daily cap pauses the AI before it can surprise you. We measure this in production, not in a slide.
It learns from your corrections
When you move something the AI got wrong, that becomes a rule. When it gets the same thing right three times, it stops asking. The system gets sharper with use instead of drifting.
New from Appening Now
Apprism, the AI layer for the apps you already use
Apprism sits over the tools your business already pays for. It reads, drafts, checks and chases between them, and nothing changes a record until a person says so.
Meet Apprism and watch the film →Start with a free website check
See whether your public pages give search tools and customers the information they need, with a practical action list and no signup.
Check your website →Where it is running today
Qlo
48-hour footfall forecasts for a multi-site barbers, from live queue data.
OnPace
Task entries validated for clarity; vague ones rejected with a rewrite.
GrubGrade
A photo of a delivery scored against what was advertised, by vision model.
Outreach Engine
Prospects researched and first drafts written, then reviewed by a person.
AI engineering we've shipped
Real-Time Queue Intelligence Platform
Measured visits and busy hours across three Essex shops, visible in one dashboard.
AI-Powered Sales Outreach Engine
Prospect research and outreach automation with CRM integration.
OnPace: Daily Execution Discipline App
iOS app enforcing daily execution through three-task commitment.
A Baby Tracker Built for 3am
Offline-first baby record built around a neonatal start, on the App Store.
Not sure whether AI would help?
A free 30-minute look at your business. If a tool won't help, we say so.