AI that works aligned with your business process
We build assistants and workflow automation around a defined task in your business — grounded in your approved sources, working under your permissions, and measurable once it is live.

What we build around the model
Grounded context
Approved sources, retrieved and cited, rather than answers from general knowledge.
Permissions
The same access rules as the person the system is acting for.
Human checkpoints
Explicit approval where a decision carries consequence.
Audit trail
What was asked, what was used, what was done — recoverable later.
What we would build for you
The shape of a typical build. Most of the work sits in the layers above and below the model, and that is where your requirements land.
- InterfaceWhere people meet it — a web application, a channel they already use, or an API another system calls.
- OrchestrationUsually skippedWhat the system is allowed to do: the task definition, the permitted tools, the approval points and the escalation path.
- Context and retrievalApproved sources, indexed and retrieved for the question at hand, with references carried through to the answer.
- ModelChosen for the task, the sensitivity of the data and where it is allowed to run. Replaceable by design.
- Systems of recordSAP and other enterprise systems, accessed under the same permissions as the person the system acts for.
- Evaluation, monitoring and auditUsually skippedHow you know it is working: test sets, quality and cost monitoring, and a record of what was asked, used and done.
The two highlighted layers are the ones prototypes usually skip, and the ones production depends on.
Discuss an assistant or workflow
Describe the task, who does it today and what information it depends on. We will come back with a view on the level of capability it actually needs.
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