An operations agent that takes an enquiry from inbox to prepared meeting.
A human-controlled workspace that reads an enquiry, gathers context, proposes the next action and prepares the team to respond.

The thinking
Professional-service teams lose time between an enquiry arriving and somebody becoming ready to act. Context sits across email, CRM notes, documents and calendars.
This concept shows an agent doing narrow, reviewable work: understanding the request, retrieving relevant context, proposing a route and preparing a response for a person to approve.
What the system demonstrates
The agent receives a controlled event, retrieves only the permitted context, produces a structured recommendation and stops at a human decision boundary. Every source and action remains inspectable.
- Email and form intake normalised into one queue.
- Retrieval from approved knowledge and account records.
- Fit, urgency and routing recommendation with reasoning.
- Draft response, meeting brief and explicit approval step.
How a live version would be measured
Routing accuracy, unsupported statements, human correction rate, handling time and business-stage progression, using an evaluation set built from real examples. The interface numbers are illustrative.
This page is a capability demonstration. No client, customer, endorsement or measured result is claimed. Any figures shown in the interface are illustrative.
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