Dashboard AI Assistants — Insight Generator
Natural-language executive summaries, root-cause and anomaly detection, and actionable recommendations for chart-heavy dashboard screens.
The Insight Generator
Dashboard screens don't have rows to select — they have charts and metrics to interpret. The Insight Generator is the AI Assistant built for exactly that: instead of acting on data, it reads the dashboard's charts for you and turns them into plain-English findings. It runs on three pillars — a natural-language executive summary, root-cause and anomaly detection, and actionable recommendations — and it is arriving across TotalApp's chart-heavy screens now, starting with the MTBF/MTTR Reliability Dashboard.
Screen preview
A quick look at the screen. Use the toggle in the corner to switch between the dark and light themes.
Insight Generator on a reliability dashboard
1. Natural-Language Executive Summary
Instead of manually reading every chart on the dashboard, the Insight Generator produces a short, plain-English summary of what the numbers say right now.
Example — MTBF/MTTR Reliability Dashboard
"Over the last 12 months your average MTBF is 575h, above target — but CNC Machine A1 is the weak point at only 397h." One sentence replaces a full read-through of the reliability charts.
2. Root-Cause & Anomaly Detection
When a metric spikes or drops, the Insight Generator doesn't just flag the change — it explains which equipment, asset group, or segment is actually driving it, in context.
Example
"MTTR increased sharply in Q3 — driven mostly by the Boiler System H8 asset group." Instead of a lone chart showing a spike, you get the asset group responsible for it.
3. Actionable Recommendations
The Insight Generator closes the loop with a concrete next step tied directly to the data — not a generic tip, but a specific change with an estimated impact.
Example
"Boiler System H8 had 22 interventions in the last 12 months. Shortening the preventive maintenance interval to 2 weeks could reduce average MTTR by roughly 15%." A quantified recommendation, not just an observation.
Rolling Out Across Dashboards
The Insight Generator is arriving across TotalApp's dashboard screens, starting with:
Maintenance — Reliability Dashboard
MTBF/MTTR trend interpretation, asset-level root cause, and preventive-maintenance recommendations.
Manufacturing — OEE Dashboard
Availability, performance, and quality trend summaries with line- and shift-level root cause.
Other chart-heavy screens
Additional analytics dashboards across TotalApp are being wired up to the same Insight Generator pattern.
A note on paths and naming
Each dashboard's Insight Generator is scoped to that dashboard's own screen and its own metrics. Internally, a dashboard's path stays short and domain-meaningful — like the Reliability Dashboard's maint-reliability — rather than a generic /dash-style shorthand, so the assistant's scope is always obvious from the URL itself.