Context Graphs for Proactive Enterprise Agents

Short summary

This paper proposes Context Graphs—a live relational data structure that enables enterprise agents to be proactive rather than reactive, surfacing relevant, actionable information before workers ask. The system includes a Delta Detection Engine monitoring state changes, a Proactivity Scorer ranking insights by urgency and relevance, and an LLM-powered notification layer. Evaluation across three enterprise use cases demonstrates Precision@5 of 0.83 with <30 second response times, compared to 47 minutes for reactive baselines.

• •Context Graphs enable agents to proactively surface insights without explicit user queries
• •System combines state change detection, relevance scoring, and LLM-powered explanations
• •Achieves 0.83 precision with 30-second response times on contract, incident, and sales use cases

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