Your documents already know the answer. We make them talk.
Contracts, invoices, lab reports, claims — enterprises run on documents that software can't read. We build extraction, classification, and retrieval pipelines that turn document piles into queryable, auditable data.
✓ extraction accuracy: eval-gated per field · formats: 40+
✓ ip transfer: complete · lock-in: none
✓ delivery: hyderabad · timezone overlap: US/EU
# every claim on this page is contractually testable
Manual document processing is a tax on every workflow downstream.
Every PDF a human re-keys is latency, cost, and error injected into a process. Generic OCR alone doesn't fix it — production document AI needs layout understanding, field-level validation, confidence routing, and human-in-the-loop for the long tail. That's a pipeline, and pipelines are our trade.
Capabilities
OCR & layout parsing
PaddleOCR, Tesseract, and layout models (LayoutLMv3, Donut) tuned per document family — scans, photos, tables, handwriting.
Field extraction & validation
Schema-driven extraction with per-field confidence, business-rule validation, and automatic routing of low-confidence items to review.
Classification & splitting
Multi-page packet splitting and document-type classification so the right pipeline processes the right pages.
Semantic search & RAG
Hybrid search across the full corpus with citations back to page and region — ask your archive questions, get grounded answers.
Human-in-the-loop review
Review UIs where corrections feed back into evals and training — the system gets better with use, measurably.
Systems integration
Output lands where work happens: ERP, DMS, claims systems, data warehouses — via API, queue, or batch.
The approach
A sequence, because the order is the point: each phase gates the next on evidence.
Document audit
We profile your corpus: types, volumes, quality, and the fields that matter. The golden test set is built here.
Pipeline proof
Extraction accuracy measured per field on your real documents. Targets set with evidence — not vendor brochure numbers.
Production build
Full pipeline with validation, confidence routing, review tooling, and integration into your systems of record.
Operate & improve
Monitoring on accuracy and throughput; review corrections flow into evals so quality climbs after launch instead of decaying.
Deliverables
- Document processing pipeline (full IP)
- Per-field accuracy report on golden set
- Confidence-based review routing + UI
- Classification and packet-splitting models
- Semantic search layer with citations
- Integration connectors to target systems
- Throughput and cost dashboard
- Operations runbook