Shape the interaction
Assistant experience design
Define user tasks, conversation patterns, boundaries, escalation, source visibility, feedback, and human review.
Copilots · Knowledge assistants · Grounded generation
AI assistants that work with trusted context—not guesswork alone
We design assistants around clear tasks, approved knowledge, citations, user permissions, evaluation, and human review so generative AI supports rather than obscures important work.
How we help
Design the assistant around the user and the decision
A useful assistant needs a defined audience, bounded responsibilities, reliable context, clear limitations, and a way to recover when confidence is low. The experience and operating model matter as much as the prompt.
- Internal knowledge and support assistants
- Drafting and summarisation with source context
- Role-aware access and retrieval
- Citations, feedback, and uncertainty handling
- Evaluation datasets and quality monitoring
Core capabilities
Support shaped around the outcome
Combine the capabilities needed for a focused engagement or an end-to-end delivery programme.
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Ground the response
Knowledge integration
Prepare approved sources, metadata, permissions, retrieval, citations, and update workflows for dependable context.
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Measure usefulness
Evaluation & operations
Test answer quality, grounding, refusal behaviour, latency, cost, safety, and feedback before and after release.
Built into delivery
Clear decisions, visible progress, dependable handover
Every engagement connects business context, user experience, secure engineering, testing, documentation, and launch planning. Regular reviews keep priorities visible and help resolve risk early.
- Shared goals and success measures
- Regular demonstrations and feedback loops
- Security, accessibility, and quality reviews
- Documentation and operational readiness
- Post-launch support and improvement
Have a project in mind?
Let’s turn the next step into a clear plan
Share the challenge, current situation, or opportunity. We will help identify a sensible starting point and the right mix of capabilities.