Automated Data Dictionary

Turn Weeks of Manual Data Cleaning into Hours

Docents reads your Excel, Word, PDF, and SQL reports and builds a clean data dictionary automatically — then flags it the moment two reports define the same field two different ways, before that mistake reaches a client deliverable or a board deck.

No credit card required · 10 free reports included

Input Reports
.XLSX.DOCX.PDF.SQL

Reports from across finance, sales, and ops

Docents AI

Extraction & Conflict Check

Output

Unified Data Dictionary

✓ Conflicts flagged automatically

Built for Teams Buried in Reports

If your work involves reconciling numbers that live in five different files, this is for you.

Accounting & Consulting Firms

Consolidate client deliverables from multiple sources into one reference you can stand behind — before it goes in front of a client.

Finance & Operations Teams

Merge reports from different departments without re-typing every field name and guessing what "PO" means this time.

Data & IT Teams

Get a clean, structured starting point before a system migration or an internal AI project — without weeks of manual cataloging first.

The problem nobody catches

Two Reports. Same Field Name. Two Different Meanings.

One team's spreadsheet calls it PO and means Purchase Order. Another team's report calls it PO and means Policy Owner. Nobody notices — until the numbers don't add up in front of a client, or an auditor asks a question you can't answer.

Docents checks every new report against everything you've already uploaded, and tells you exactly where the definitions disagree — automatically, every time.

⚠️Conflict detected
PO
  • Q3 Policy Admin Export.xlsx: decimal — "Policy Owner count"
  • Vendor Contracts.pdf: string — "Purchase Order number"
💡

These are very likely unrelated fields sharing an abbreviation — confirm before treating them as the same data element.

How It Works

Three steps, no manual data entry.

1

Upload Your Reports

Excel, Word, PDF, or SQL schema files — from any team, any format.

2

AI Extracts & Cross-Checks

Every field gets named, typed, and explained in plain language — and checked against everything you've already uploaded.

3

Export Your Dictionary

Download as CSV or Excel, ready to share or feed into your other systems.

Your reports stay private to your organization — never used to train any model, never shared across accounts.

Manual Process vs. Docents

Time to complete

Manual3 to 6 weeks
With DocentsHours to days

Conflict detection

ManualManual, error-prone matching
With DocentsAutomatic, every upload

Team alignment

ManualConflicting definitions go unnoticed
With DocentsFlagged before they cause problems

Simple, Honest Pricing

A low monthly fee for features, report packs for volume. No $300/month surprise.

Free$0
10 reports / 30 daysUpload: .xlsx, .docx · 5MB maxExport: CSVNo report packs
POPULARStarter$10/mo
Upload: .xlsx, .docx, .pdf · 10MB maxExport: CSV, ExcelReport packs available
Professional$29/mo
Upload: .xlsx, .docx, .pdf, .sql · 15MB maxExport: CSV, Excel, SQLReport packs available

See full pricing details →