Most of what a company knows sits where no outsider can read it. Delivery terms live in a database field called REMARKS_2. Prices get agreed on WhatsApp. “Revenue” means one thing to sales and another to finance. Half the story of any order is in somebody's inbox. A general-purpose AI knows none of this, and it will answer confidently anyway.
So we do the dull part first: connect everything, work out what it means, and check that with the people who own the numbers. Only then does the AI go in front of anyone.
One system that knows the business, used many ways.
REMARKS_2.Found in the dataThree repeat customers are down more than 30% against the same quarter last year. Over the past twelve months they placed 8.4M in orders between them.
| Customer | Same quarter last year | This quarter | Change |
|---|---|---|---|
| Customer A | 1.9M | 0.9M | −53% |
| Customer B | 1.2M | 0.7M | −42% |
| Customer C | 0.8M | 0.5M | −38% |
It learns where the data lives and what your terms mean, and checks both with your team.
Want to see this running on your own data?
Talk to usModels tuned on your own data.
Large general models are powerful, but slow and costly to run on everything. Once the system knows your business, we fine-tune smaller models on your own data for the work that repeats: reading documents, sorting requests, drafting routine replies.
Routine work gets faster and cheaper per task. The large models are kept for the questions that need them.
Ask us which of your routine work is worth a tuned model.
Talk to usWe build it, test it and keep it running.
Every rollout starts with one problem worth solving. Tell us yours.
Talk to usWhat people ask first.
Why not just use ChatGPT or Claude?
They are excellent, and we use leading models underneath. What they don't arrive with is knowledge of your data, your definitions, your access rules, or anyone accountable for a workflow still running next quarter. That part is our job.
Our ERP vendor offers AI. Why not that?
If a modern cloud suite covers the whole problem, use it. We are for older, customised and mixed environments, and for work that crosses the ERP, email, files and outside data.
What do you need from our IT team?
Read-only access and one point of contact. We handle implementation and upkeep.
Where does our data go?
We agree that with you before anything is connected, including where it is hosted and which model providers are involved.
What does it cost?
The first engagement is fixed-price and built around one problem worth solving. After that it is an annual subscription sized to how much of the business is covered. We quote both before you commit to anything.
Have a question that is not here?
Talk to usTalk to us.
Tell us where the business is losing time or money. A person will reply, and will say so plainly if we are not the right fit.
Or write to ahad@runagents.ai.