An open-source competitive intelligence monitoring system automates tracking of competitor activities by combining Tavily AI Search for web data collection, GPT-4o-mini for structured event extraction, and CocoIndex for pipeline orchestration. The system continuously monitors product launches, funding rounds, partnerships, and executive moves, storing structured events in PostgreSQL for natural language querying. It uses a custom Tavily connector, defines competitive events as dataclasses, and provides query handlers for filtering by competitor, event type, and significance. The architecture avoids brittle web scraping, handles deduplication through incremental processing, and enables flexible analysis through dual indexing of raw articles and extracted events.

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