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Your Documentation Agent. Every document processed, validated, and filed before your team starts their day.

Documentation is the unglamorous backbone of every regulated industry. Whether it is a discovery bundle in law, a clinical note in healthcare, a tax return package in accounting, or an order document in e-commerce, the pattern is identical: receive a document, extract the relevant data, validate it against rules, flag exceptions, and file it correctly. Humans are remarkably bad at doing this accurately at volume. Not because they lack skill, but because the work is repetitive, detail-intensive, and unforgiving of the small errors that inevitably creep in during an eight-hour shift.

The Documentation Agent handles the entire intake-to-filing pipeline. It reads structured and unstructured documents, extracts key fields using trained models specific to each industry, cross-references extracted data against source systems, and stages validated documents for human review. It does not make judgment calls on ambiguous content -- it flags them. It does not forge signatures or fabricate data -- it highlights gaps and routes them to the right person.

Across industries, the Documentation Agent reduces processing time by 60-80% while improving accuracy rates to 99%+. The human team shifts from doing the work to reviewing the work, which is a fundamentally different and more sustainable operating model. Every document processed includes a full audit trail: what was extracted, what rules were applied, what confidence score was assigned, and what was escalated.

Core capabilities

Extracts structured data from PDFs, images, scanned documents, and email attachments using industry-specific trained models

Validates extracted data against source systems, regulatory rules, and historical patterns to catch errors before they propagate

Classifies incoming documents by type, urgency, and routing rules without manual sorting

Generates audit trails for every document processed, including extraction confidence scores and validation results

Stages validated documents in the appropriate system for human review, reducing the review cycle from hours to minutes

Learns from corrections over time, improving extraction accuracy for recurring document types and client-specific formats

What this agent doesn't do

These stay with your human team — by design.

Never signs, certifies, or legally attests to document accuracy -- a human must always approve final submissions

Escalates documents with confidence scores below threshold rather than guessing at ambiguous fields

Does not make regulatory interpretations -- flags potential compliance issues for qualified professionals to assess

Cannot override human decisions on document classification or routing

Will not process documents that appear to contain personally identifiable information outside of its approved data handling scope

How this role differs by industry

Industry What it does
Legal David reviews discovery documents at scale, tagging potentially privileged content, identifying relevant exhibits, and organizing documents by matter and issue. He reads contracts, extracts key clauses, and compares them against the firm's approved clause library. David processes 1,400+ pages per overnight cycle with consistent accuracy. View
Healthcare Scribe transcribes clinical encounters from voice recordings, structures them into the clinician's preferred note format (SOAP, DAP, or custom), assigns appropriate ICD-10 and CPT codes, and stages notes in the EHR for physician signature. Scribe is HIPAA-compliant and never stores raw audio after processing. View
Accounting Ruby processes client-submitted receipts, invoices, W-2s, 1099s, K-1s, and bank statements. She extracts amounts, dates, vendor names, EIN/TIN, and tax details using OCR, classifies documents against the client's PBC checklist, and stages them in QuickBooks or Xero for accountant review. During tax season, Ruby processes 200+ documents per client per week. View

Common integrations

Google Drive Reads from
SharePoint Reads from
Dropbox Reads from
Email (IMAP/SMTP) Reads from
OCR Engine Reads from

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