proactive-intelligence

What problem does it solve?

It solves the accuracy problem caused by stale, incomplete, or inconsistent information by having the agent proactively fetch and verify external context when it detects gaps or anomalies.

Core Features & Use Cases

• Trigger-based external investigation: Fires proactive searches only when defined conditions occur (anomalies, staleness, knowledge gaps, or competitor cues).
• Search strategy selection: Chooses the right acquisition path (web search, API re-pulls, benchmark/database lookup) based on the trigger type.
• Relevance and freshness scoring: Ranks results by freshness and usefulness before integrating them into ongoing analysis.
• Confidence-aware integration: Improves or weakens conclusions based on scored evidence, while logging what was found and why.

Quick Start

Use proactive-intelligence when analyzing Google Ads campaign performance to automatically search for recent policy changes, competitor context, and benchmark explanations for unexpected metric patterns.