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Multi-source competitive intelligence

A managed-service pipeline: multi-source ingestion, embeddings, clustering, HyDE + RRF, human-in-the-loop LinkedIn publishing.

  • RAG
  • NLP pipeline
  • Clustering
  • Automation

The problem

Watching competitors by hand is slow, noisy and always incomplete — you miss the weak signals.

The approach

A managed-service pipeline: multi-source ingestion (competitors, YouTube, keywords, Reddit, GitHub, press), embeddings, incremental clustering, c-TF-IDF, a Wikidata-enriched entity graph, HyDE + RRF retrieval, then LinkedIn generation and publishing with human validation.

The result

Automated intelligence, from raw signal to published post, delivered as a managed service to paying clients.

A project, a doubt, a campaign to unblock?

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