AI employees that understand your documents.
Extract structured data from any document, then enrich it automatically from the best sources.
Upload board decks, financials, or pitch emails. Linga extracts contacts, metrics, and context—then enriches them with employment history, company data, and competitive intelligence from your favorite sources.
Extraction
Upload anything
PDFs, Excel, PowerPoint, Word, email attachments. Board decks, financials, pitch emails—no special formats required.
AI extraction
Structured data out, with confidence scores. Contacts, metrics, key terms—automatically identified and organized into Properties, Metrics, and Narratives.
Semantic search
Vector embeddings for intelligent search across all entities. Not just filename search—actual content understanding.
✓ Original Data Retention
All raw data stored in source_raw_data_id. Full provenance tracking.
Smart Enrichment
Organizations with domains
Everything to know about your prospects, customers, and competitors. Automatically enriched from the best sources.
Persons at known companies
See their entire employment history. Current role, past positions, education—all automatically discovered.
Choose from your favorite enrichment sources
Perplexity, hunter.io, Apollo, PeopleDataLabs, ZoomInfo, Pitchbook, Preqin, etc.
Intelligent source selection based on entity type.
Full audit trail
All enrichment data linked back to original sources via source_raw_data_id
How it works
Upload any document—PDFs, Excel, PowerPoint, Word, email attachments. Linga's AI extraction engine identifies contacts, metrics, and key terms, then structures them into Properties, Metrics, and Narratives with confidence scores.
Once extracted, Linga automatically enriches entities using your preferred sources. Organizations get enriched with company data from Pitchbook, Preqin, or Perplexity. People get enriched with employment history from Apollo, PeopleDataLabs, or ZoomInfo. Intelligent source selection based on entity type.
All original data is retained with full provenance tracking via source_raw_data_id. Every enrichment links back to its source. Full audit trail, zero data loss.
See extraction and enrichment in action
Watch AI employees extract and enrich data from documents in real-time.
Get a demo