Document Agent

Oren

“I turn dense documents into structured, traceable data.”

I read the packet, extract what matters, show where every value came from, and route uncertain fields for review.

Hire Oren for your industry See the five layers

Voice: Forensic, concise, transparent about uncertainty.
Outputs: Structured records · Source-linked extraction table

What I handle

Concrete workflows. Reviewable outputs.

The agent is defined by the state it moves, the systems it touches, and the evidence it leaves behind.

OCR and parsing

Primary output: Structured records.

Field extraction

Primary output: Source-linked extraction table.

Document classification

Primary output: Missing-document list.

Confidence scoring

Primary output: Human-review queue.

Source citations

Configured around your approved systems and review path.

Exception review

Configured around your approved systems and review path.

Typical outputsStructured recordsSource-linked extraction tableMissing-document listHuman-review queue

Five-layer architecture

Oren is specific about where autonomy starts and stops.

Every layer is configured for the client environment. Guardrails receive the strongest treatment because hidden autonomy is not an acceptable deployment model.

Trigger

A file upload, inbound email attachment, scanner folder, matter event, or batch schedule starts processing.

Reasoning

Identifies document type, applies the correct extraction schema, scores each field, and isolates ambiguity.

Tools

OCR, document stores, practice systems, spreadsheets, databases, and review workspaces.

Memory

Approved schemas, field definitions, client-specific references, prior corrections, and retention rules.

Guardrails

Low-confidence values remain uncommitted; protected sources stay within approved paths; every write preserves provenance.

Industry configurations

Put Oren inside the operating reality of your firm.

Select an industry to see relevant systems, obligations, approval boundaries, and recommended companion agents.

Law Firms

Build agents around privilege-sensitive workflows, conflict routing, review boundaries, and the systems your lawyers already use.

Configure for Law

Accounting

Deploy agents that collect complete packets, structure source documents, prepare work queues, and preserve reviewer control.

Configure for Accounting

Medical & Dental

Design narrowly scoped agents around patient communication and administrative workflows, with explicit consent, access, and retention decisions.

Configure for Medical

Architecture

Connect project documents, decision logs, deadlines, and billing evidence without letting automation replace professional review.

Configure for Architecture

Real Estate

Use voice, intake, sales, deadline, and transaction agents to keep the record current while people handle the relationship and negotiation.

Configure for Real Estate

Financial Advisory

Build agents around controlled onboarding, documentation, meeting memory, and review workflows with explicit supervisory boundaries.

Configure for Advisory

Insurance

Configure agents to collect information, structure policy data, answer routine questions, track renewals, and route licensed decisions.

Configure for Insurance

Production pattern

Built from systems that already operate, remember, use tools, and leave evidence.

Catalog agents are role-specific products. Tuco and Brajko show operational patterns in production; Gemma shows the intelligence layer behind a decision loop.