Insights
Learn from deterministic, evidence-backed patterns across your saved knowledge, with provenance, confidence, and private feedback.
Insights turns locally detected patterns into explainable prompts for learning. The canonical route is /insights; the existing /analytics link remains compatible.
What Insights Detects
Current insight families include:
- Emerging themes appearing across recent material
- Recurring connections between sources or notes
- Forgotten value worth revisiting
- Knowledge gaps suggested by the shape of your collection
- Serendipitous connections between otherwise distant items
Analytical Insights include an explanation, time window, detector confidence, detection reason, supporting items you own, and possible next actions. Evidence links let you inspect why the pattern appeared.
Analytical Insights describe detected patterns and require supported, current evidence. Recommendations such as forgotten value and knowledge gaps suggest possible next actions and use evidence-strength labels instead of analytical confidence. A recommendation is not evidence that a collection-wide pattern exists, and unsupported or stale derived artifacts do not qualify for analytical Insights.
Shape What Returns
Use Useful, Not useful, Snooze, or Dismiss on an insight. Feedback is durable and scoped to your account. Dismissed and actively snoozed results stay out of later responses.
Confirming an eligible relationship creates an explicit link only after Arivu verifies that the relationship came from the server and that both bookmark or note endpoints belong to you.
Provider-Optional by Design
Canonical Insights are deterministic and do not require a model provider. Optional AI remains available on legacy analytics surfaces for additional explanation, but it is not the source of truth for the detected evidence.
API Route
GET /api/insights
The older /api/analytics/* routes remain available for compatible activity and collection summaries. Their output is supporting context, not the canonical Insights experience.