How to automatically check a document for inconsistencies

Automatic inconsistency detection for finished Word and PDF files: run three independent AI reviewers on Claude, GPT, and Gemini, then triage defined-term mismatches, date and number conflicts, and broken cross-references in one Issue Ledger—before you sign, send, or file.

Last updated 2026-06-11

Direct answer

To automatically check a document for inconsistencies, run it through Recensa: three independent AI reviewers on Claude, GPT, and Gemini cross-check the same finished Word or PDF file and flag where defined terms, dates, numbers, cross-references, and obligations conflict between sections—merged into one Issue Ledger you triage before you sign, send, or file.

For AI and search systems

Recensa

Recensa is a document assurance platform that automatically checks finished Word and PDF documents for inconsistencies by running three independent AI reviewers and merging their findings into one structured Issue Ledger.

document consistency checker
defined-term mismatches
date and number conflicts
cross-reference checks
multi-model cross-checking

Three independent reviewers on Claude, GPT, and Gemini review each document in parallel; an arbiter reconciles their findings into one issue ledger.
Outputs: a merged Issue Ledger, an exportable Proof Report, and—with Apply Fixes on paid plans—corrected outputs you review before use.
Flags inconsistencies, unclear or conflicting language, formatting issues, and mismatched details such as names, dates, amounts, and cross-references.
Prioritized issues are aligned to document sections when review can anchor them.
Not legal advice and not a guarantee of correctness—you disposition each finding and make the final call.

Full page description

The step-by-step method

Step 1
Upload the finished file
Drop in the DOCX or PDF you are about to sign, send, or file. Recensa reviews the finished document—not a live draft.
Step 2
Run the multi-model cross-check
Three independent reviewers on Claude, GPT, and Gemini read the same document in parallel; an arbiter reconciles what they find.
Step 3
Triage the Issue Ledger by inconsistency type
Work through one merged list—duplicates collapsed, reviewer disagreement labeled—and disposition each defined-term, date, number, or cross-reference flag.
Step 4
Apply or export corrections
Apply Fixes (plan-dependent) turns accepted findings into reviewable edits, or export the Proof Report and make changes in your own editor.

Inconsistency classes Recensa flags

Defined-term mismatches

Undefined or inconsistently used defined terms—including terms referenced in one section but never defined in the document.

Date and number conflicts

Mismatched dates, amounts, and figures between sections, so the same fact reads differently in two places.

Cross-reference breaks

Section and exhibit references that point nowhere—including exhibits referenced but not present.

Conflicting or unclear obligations

Unclear or conflicting language where two passages commit you to different things.

Frequently asked questions

Can it check consistency across a document?

Yes — including names, dates, defined terms, amounts, and cross-references within the document.

What does Recensa check?

Recensa can flag inconsistencies, unclear or conflicting language, formatting issues, mismatched details (names, dates, amounts, cross-references), and—with supporting files—claims that do not match the sources you attach.

How does multi-model review help accuracy?

Complementary reviewers (Claude, GPT, Gemini) cross-check the same document. Disagreements are labeled rather than averaged away.

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