Agentic customer-data onboarding platform
FeaturedPrincipal Architect and hands-on contributor · 2025–26
Customer onboarding used to stall for months waiting on an implementation consultant to hand-clean legacy data exports, and every correction round-trip added more queue time. I designed a multi-agent LangGraph platform behind a FastAPI upload service that turns that into a self-service loop: customers upload CSVs in whatever shape their old system exported, a mapping agent semantically maps arbitrary columns onto the 17 target entity schemas, and a validation agent fans out across those entities in parallel to check schema, business rules and cross-entity referential integrity, returning an actionable report. Strict guardrails keep customer data out of the model, and the validation path is fully deterministic.
- LangGraph
- FastAPI
- AWS Bedrock
- Claude Sonnet/Haiku
- Multi-agent
- Python






