Read the paperwork
Invoices, delivery notes, bills of lading, statements. AI pulls out the fields and files them. Anything it isn’t sure about goes to a person.
Glasgow · AI, software and data
We’re a Glasgow software team. We build AI into the systems you already run, so it reads the documents, sorts the inbox and answers questions from your own data. Its answers show where they came from. It runs privately where it needs to, a person checks what matters, and the price is fixed before we start.
Est. 2019 · Glasgow · You own the code, prompts and data
What AI can take on
Most teams use AI to reword emails or look things up. The real gains come when it’s built into how work gets done. Whether you need an AI strategy for the whole business or three or four jobs done properly, we start with the work that saves the most time and money. These are the jobs we build most often.
Invoices, delivery notes, bills of lading, statements. AI pulls out the fields and files them. Anything it isn’t sure about goes to a person.
Enquiries are sorted, routed and answered in draft. Nothing is sent until someone on your team presses send.
Ask in plain English and get a number with a link to the screen it came from. It reads your systems; it can’t change them.
Agents move work from one system to the next: update prices, file orders, chase paperwork. Anything that spends money or talks to a customer waits for approval.
Monitor registers and filings for the companies you care about, and flag what changed, with the source attached.
Already using AI to write code or run tasks? We review the code, the security and the agents themselves, and every finding is checked twice.
See it working
These are systems we’ve built and run. Client work is shown without names unless the client has said yes.

A phone photo or a copier scan becomes a searchable record, matched to the right customer. Scans it can’t split with confidence go to review.
Our own CRM, Tonic Desk, connects to Claude and other assistants through 19 read-only tools. There are no write tools, so the AI can’t change a record.
Where your data goes
Before we build anything, we draw your data’s route on one page and agree it with you.
The best quality for the least effort. Before any of your data goes to a provider, we check that its business terms rule out training on it, and we tell you which region does the processing.
The model runs in your AWS or Azure account, under your access controls and your logs.
Open-weight models on your hardware or ours. Nothing goes to an outside AI provider. Our own research and document reading run this way.
Storage location and processing location aren’t the same thing. We’ll tell you both, in writing.
How we keep it accurate
Before a pilot starts, we agree a set of your real examples and a pass mark. The AI has to meet it before it goes live.
Answers link to the record, page or screen they came from, so anyone can check.
Payments, messages to customers, changes to records: someone on your team signs them off.
We keep a record of what the system did, every workflow has a monthly budget with a hard stop, and there’s an off switch. For the most sensitive data we can switch off detailed logging, and we tell you where we have.
What else we build
Most AI work sits on top of ordinary software: a database, an integration, a dashboard, a website. We build all of it, so the AI has something solid to stand on.
Custom systems, integrations with the tools you use, and iPhone and Android apps.
Hosting, least-privilege access and secrets kept out of the code.
How to start
You don’t need to commit to a big project to find out whether AI helps.
Two weeks, fixed price. We find the three jobs most worth handing over, and the ones that aren’t.
£1,500Up to six weeks on one job, with the test set and pass mark agreed up front.
From £6,000We make it part of your systems, with approvals, logs and budgets. Fixed price.
Monitoring, model updates and a monthly cost report. You can leave at any time and take everything with you.
Planning AI across the whole business? Start with an AI strategy.
Prices exclude VAT where VAT applies.
Sometimes a £40 subscription does the job. Sometimes a simple rule beats a model. We’ll say so before we quote, because a system you can trust is worth more to us than a bigger invoice.
Who you’ll work with
Steven spent over a decade building systems for UK financial institutions, including Standard Life, Scottish Life and Royal London, where a missed edge case shows up in a regulator’s report. He brings the same discipline to smaller businesses, without the enterprise theatre.
Marta runs delivery, quality and client communication. She’s the reason you hear back quickly and see working software every fortnight.
You choose. A hosted model through a UK or EU endpoint, a model inside your own cloud account, or a private model on hardware in the UK. We write down where your data is stored and where it’s processed, and we put it in your contract.
Not by us. Before any of your data goes to a provider, we check that its business terms don’t let it train on your data, and we show you where that’s written. We don’t use your data to train anything unless you ask us to in writing.
You do: the code, the prompts, the configuration and the data. We hand over the source and the infrastructure access at every milestone. If we set up one of our own products for you instead, such as Tonic Desk, you own your data and settings and can export them at any time.
It will, sometimes, so we design for it. Uncertain cases go to a person. Answers carry their source so mistakes are easy to spot. And we track accuracy against a test set every time something changes.
You get a fixed price for the build and an estimate of the running cost per 1,000 items at today’s model prices. After launch, you get a monthly report of what it actually cost, with a hard budget limit.
We pin model versions, re-run your test set before switching, and only switch when the results hold up.
Maybe not. The audit is there to find out. If a rule, a report or an off-the-shelf tool does the job, we’ll say so.
An audit takes two weeks. A pilot takes up to six weeks. For a full build, we agree the timeline with your fixed price, and you see working software every two weeks.
No. We build custom software, data systems and websites too. The AI usually sits on top of those.
Yes. We work with clients across the UK and in the USA, by video call and screen share, and in person in Glasgow when that helps.
Get in touch
One paragraph is enough. We’ll reply with honest thoughts on whether AI can do it, and what it would cost.