AutoInsights: AI-Driven Insight Layer for Dashboards
An AI-assisted insights layer that complements dashboards with anomalies, forecasts, and narrative summaries for stakeholders.
Overview
AutoInsights transforms passive dashboards into proactive intelligence systems by automatically detecting anomalies, highlighting trends, and generating narrative summaries for business stakeholders. It's a pluggable AI layer that connects to curated datasets and dashboards, runs ML and statistical checks, and generates human-friendly insight text — ideal for organisations with mature dashboards who want insight surfaced automatically on a regular cadence.
The challenge
- — Stakeholders missing critical trends hidden in dashboards
- — Analysts spending time writing commentary manually
- — No consistent way of sharing insights across teams
The architecture
- 01
Curated Datasets
Existing semantic models and dashboards
- 02
ML/Statistical Layer
Anomaly detection and trend analysis
- 03
Narrative Generation
Optional LLM-based summary text
- 04
Delivery
Insight text integrated back into dashboards
What we built
- — Anomaly detection paired with threshold-based alerts
- — Temporal trend analysis (week-over-week and month-over-month)
- — Segment performance comparisons across regions and customer groups
- — Automated narrative summaries integrated into dashboards
Outcomes
- Business stakeholders get automated summaries answering "what changed"
- Analytics teams redirect effort toward strategic decisions rather than report writing
- Standardized, repeatable insight generation across dashboard ecosystems
Let's talk about what your data should be doing for you
Tell us where you are today and where you're trying to get to. We'll respond with a clear, honest read on the path forward.