At Procys, I design the exception path alongside document extraction.
Invoices and identity documents arrive in different layouts. OCR and LLM reasoning produce candidate fields. Deterministic checks validate headers, line items, and tax values. When confidence or record...
Clinical AI has to fit the round-to-chart workflow.
In Arogya, clinicians capture a bedside round by typing or dictating. The system prepares editable progress-note and care-plan drafts, with chart context available in the same workspace. Clinicians review and approve every draft...
A RAG answer without a source is hard to use in real work.
For Shamrock Marketing, I built a workflow for technical standards, product specs and repair guides. It splits documents into passages tagged by product and procedure, retrieves relevant context with Azure AI Search, and...