A specific role and task
Constrained assistants for classification, research, analysis, internal questions, or first drafts.
AI agents & decision support
Useful AI starts with a well-defined job.
The opportunity isn’t to put a chatbot everywhere. It’s to find the recurring work where AI can help a person move faster, then give the system the context, boundaries, and checks that job requires.
01 / The friction
Sound familiar?
General-purpose answers rarely have enough business context. Unchecked outputs create more review work, while open-ended access makes responsibilities unclear.
The direction of travel
A focused assistant that prepares useful work, cites its context where applicable, and knows when a person must take over.
02 / What we build
Make the next step
a better one.
A focused scope, built around your people, your information, and the way work actually moves.
Approved business knowledge
Access to selected sources with permissions that match the person and task, plus visible source references where available.
Evaluation and human review
Representative examples, quality checks, refusal or escalation rules, and approval before consequential actions.
Illustrative workflow
- 01Receive a defined task
- 02Use approved context
- 03Check the output
- 04Hand off for review
03 / Keep people in control
The checks matter as much as the happy path.
Set limits on tools and data access, evaluate representative failure cases, and preserve human approval for sensitive actions. Make uncertain or unsupported answers visible.
Security and reliability04 / Measure the difference
Agree on the baseline. Then test the result.
We define what improvement means before building. Useful measures for this work include:
- Time to prepare a usable first draft
- Review and correction effort
- Accuracy on agreed evaluation examples
Common starting points
- Internal knowledge assistance
- Document classification
- Research and briefing preparation
Find a sensible first use case
Start with the work, then consider the AI.
The assessment helps identify a recurring process worth a closer look.
One useful conversation
Tell us where the work gets stuck. We’ll start there.
Bring the spreadsheet, the bottleneck, or the thing everyone works around. We’ll help you find a sensible place to start.
Book a free consultation