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Use cases

Each use case follows the same shape: the business problem → why the usual approach fails → architecture → build it → costs and scale → what breaks in production → the result.

The first use case is coming soon.

  • A data quality gate that stops bad data before it reaches dashboards
  • “What breaks if I change this column?” — lineage impact analysis
  • An AI agent that triages Jira tickets
  • Private RAG on company documents, running locally with Qwen
  • Real-time anomaly alerts with Kafka and Spark Structured Streaming
  • A customer segmentation pipeline for marketing campaigns
  • Text-to-SQL for business users, with safety guardrails