Hathority U2s transforms your PDFs, scans, and spreadsheets into clean JSON and Markdown your LLMs and AI agents can actually reason over — in a single API call.
Processing raw document streams...
Four modules. One unified pipeline. Scroll to trigger live visual extraction.
Three steps. One API. No pipeline to maintain.
S3, SharePoint, Google Drive, Snowflake, your DMS. U2s sits on top of where your data already lives — no migration required.
Configure schemas, prompts, and confidence thresholds. Or chain all three in a single pipeline for end-to-end document intelligence.
JSON, Markdown, or structured fields — directly into your LLM, AI Agents, vector DB, or data warehouse. Air-gapped and managed deployments supported.
Not generic OCR. A purpose-built vision stack trained on millions of enterprise documents.
Reads pages like a human, breaking them into typed regions: tables, figures, signatures, handwriting. Multi-page tables stay whole, split rows rejoin, and clauses keep their hierarchy.
Two streams run in parallel. A data stream captures tokens, numbers, and entities. A layout stream captures bounding boxes, alignment, and indentation. Cross-attention fuses both.
Trained on legal contracts, financial reports, healthcare records, and regulatory filings — not synthetic data. Totals match line items and references resolve across complex schemas.
Hathority was founded by technology executives who are experienced as both providers and consumers of technology services. This perspective allows us to understand the challenges of our customers.
Our Vision · Hathority Executive Team
Underwrite claims, parse credit memos, extract from thousand-page SEC filings and analyst reports with zero structural loss.
Split contracts, extract clauses with parent-child hierarchy, redact PII before documents enter your retrieval pipeline.
Process patient records, lab reports, and forms with high-confidence extraction and built-in sensitive entity flagging.
Automate invoice processing, procurement documents, and compliance auditing across all document workflows at scale.
PDFs, images, spreadsheets, and scanned documents. Mixed layouts including tables, charts, forms, and handwritten content within a single file are all handled.
Traditional OCR returns a flat stream of text. U2s uses vision models that understand structure — tables stay as tables, sections stay grouped, preserving the parent-child relationships your downstream LLMs need.
Clean, LLM-ready Markdown and structured JSON with confidence scores per field. Fully schema-validated outputs are available for extraction tasks requiring a guaranteed shape.
Yes. Both managed and air-gapped deployments are supported. The same API and output formats work in either mode, so your integration code stays identical.
Pricing is based on pages processed, so charges scale with your volume. Flexible tiers with custom pricing and SLAs are available for high-volume pipelines.
Hathority U2s is designed for high-accuracy extraction. The pipeline leverages proprietary vision-language dual-stream parsing to capture complex visual layouts, rejoining broken lines and maintaining exact structural alignment to ensure production-grade data quality.
Share a sample document and describe your workflow. We'll show you a structured output during the call — no slides, just results.