Production AI on top of governed data: lakehouse architectures, model serving and RAG assistants for regulated industries with strict identity and auditability.
Patterns we have run into while delivering real projects in this industry.
Analytics, monetization and product data live in disconnected systems with no shared contract.
Assistants and agents are built without identity, audit trails or production-grade evaluation.
Analysts wait days for reports because no natural-language interface sits on top of the data.
Concrete capabilities we have shipped to production for clients in this sector.
Databricks-based bronze/silver/gold pipelines orchestrated with SQLMesh and versioned with Liquibase.
LangGraph agents grounded by Qdrant vector search and SQL/RAG tools exposed via MCP.
Production identity, App Insights observability and Managed Identity wired into every service.