Operations dashboard
All values below are demonstration data: they show the dashboard format, not client results.
Trades
- Received
- Understood
- Decided
- Written
First reply time by day, minutes
Demonstration data
Why did first reply time go up on Wednesday?
Wednesday is the peak: 21 min against a 13 min median (62% slower). Replies are fastest on Sunday: 8 min. Likely cause: midweek has the most call-outs, so technicians reply between jobs. What helps: • an auto-reply saying when you will answer; • route enquiries on Wednesday to a person on duty.
AI hypotheses require validation against source data.
How this demo is built
Metrics and charts run locally on explicitly labeled demonstration data. Only the AI-analyst question goes through the server API with the current metric context.
- Demo dataset
- TypeScript UI
- Metric context
- Astro API
- AI hypotheses
- The dashboard remains available when the AI analyst does not respond.
- AI hypotheses are always labeled as requiring validation against source data.
- The analyst request receives the same size, timeout and frequency limits.
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