Features built for governed AI at scale
Varnamala turns fragmented documents into a controlled enterprise knowledge layer—combining automation with human oversight and enforceable security.
Document Management System
Create, organize, and manage documents in centralized workspaces. Standardize metadata, control visibility, and preserve audit trails across teams and environments.
- CRUD operations with version-aware workflows
- Centralized workspace structure for teams
External Integrations
Import from systems you already use, while keeping governance intact. Bring data in with controlled access and predictable pipelines for downstream AI and retrieval.
- Amazon S3, Google Drive, OneDrive connectors
- Controlled import and permissions mapping
Conversational Search
Find answers without learning a query language. Ask questions in natural language and refine with validated filters for repeatable, explainable discovery.
- Natural language queries with guided refinement
- User-validated filters for consistent results
AI Ingestion Pipeline
Extract structured data from unstructured documents. Varnamala applies OCR, classification, and schema extraction while keeping provenance so users can trust every field.
- OCR + classification for mixed-format corpora
- Dynamic schema extraction with traceability
- Entity graph visualization for relationships
Human-in-the-Loop Validation
When accuracy matters, humans stay in control. Review extracted fields, resolve exceptions, and preserve accountability with auditable validation workflows.
- Review queue with prioritized exceptions
- Bounding box editing for OCR corrections
Hybrid RAG Search
Get the best of both approaches: semantic retrieval with vector search, plus structured constraints from your metadata and governance rules.
- Semantic + vector retrieval with grounding
- Strong constraints using enterprise metadata
Enterprise Security
Enforce access policies across every document, field, and workflow. Varnamala is designed for enterprise controls and least-privilege operations from day one.
- RBAC for teams, roles, and environments
- Object-level permissions for fine-grained access
See Varnamala in your workflow
Tell us what you ingest and how you search today. We’ll help you design a governed pipeline that scales.