Aigon Pro feature. The Insights tab — quality metrics, token analytics, trend charts, and AI coaching — requires Aigon Pro installed and linked. Free-tier dashboards show the Reports tab only.
The Insights tab in the dashboard is part of Aigon Pro. It builds on the telemetry data that the free Reports tab already collects, adding quality metrics, token analytics, efficiency trends, and AI-powered coaching.
Overview metrics
Three headline cards give you a quick read on quality and efficiency:
| Metric | What it measures | Better is… |
|---|---|---|
| First-Pass Rate (No Rework) | % of features completed without triggering rework flags (thrashing, fix cascades, scope creep) | Higher |
| Median Cost / Feature | Median AI compute cost per feature at API list prices | Lower |
| Median Tokens / Line Changed | Median billable tokens per line of code changed | Lower |
Trends
Two sparkline trend panels show 7-day and 30-day direction:
- Cost per Feature — is each feature getting cheaper to deliver?
- Tokens per Line Changed — are agents getting more efficient with tokens?
Token analytics
When features have billable token data, the Insights tab shows a full token analytics section:
- Summary cards — mean, median, P90, and max tokens per feature
- Token Distribution — histogram showing how token spend is distributed across features
- Tokens per Feature Over Time — scatter plot showing token spend trends
- Token Usage by Agent Over Time — stacked bar chart with daily/weekly bucketing
- Token Usage by Activity & Agent — stacked area chart breaking down implement vs. evaluate vs. review tokens
Agent Efficiency table
A per-agent breakdown showing features completed, median tokens, median cost, and median tokens per line changed. Use this to compare agent efficiency and decide role assignments.
AI insights & coaching
The insights panel analyses your recent workflow data and surfaces observations and actionable recommendations about your workflow patterns, agent performance, and cost optimisation opportunities.
How data flows
Agent sessions → Telemetry parsers → .aigon/telemetry/ → Reports tab (free)
↘ Insights tab (Pro)The Insights tab reads the same normalized telemetry that the free Reports tab uses. No additional data collection is required — if Reports shows data, Insights can analyse it.
Getting Aigon Pro
Aigon Pro is in development and not yet available for purchase. When the Insights tab is enabled, the dashboard surfaces a “Pro — coming later” placeholder where the deeper analytics will appear, and the aigon insights CLI command prints a gate message pointing at the free alternatives (aigon board, aigon commits, aigon feature-status).
If you’d like to be notified when Pro launches, follow Sen Labs for updates.
When Insights is most useful
The Insights tab shines when you have enough data to spot trends:
- After 10+ features — metrics become statistically meaningful
- With 2+ agents — the Agent Efficiency table reveals comparative strengths
- Over time — sparkline trends need at least a week of data to show direction
For new projects with few features, the free Reports tab provides everything you need.
Next steps
- Telemetry & Analytics — how data is collected and what each field means
- Dashboard guide — full walkthrough of all dashboard tabs
- Fleet Mode — multi-agent workflows that generate the richest data