Turn messy documents into verified, decision-ready data

 

When logins fail or users drop off, documents keep your funnel alive. MeasureOne combines native AI and deterministic parsing to extract, standardize, and verify document data, so you get clean JSON, built-in fraud detection, and real time outputs with 100% accuracy.

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How It Works

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1. Capture Documents Anywhere in Your Flow

Embed uploads in your product with our low-code widget, use our hosted portal, or integrate directly via API.
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2. Extract and Structure the Data

We combine AI and deterministic parsing for structured docs with OCR for unstructured inputs, returning normalized fields with confidence scores.
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3. Detect Fraud and Validate Authenticity

Layered checks evaluate formatting, data consistency, identity matching, and document integrity to flag suspicious submissions.
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4. Deliver Clean Data to Your Systems

Get structured JSON, original files, and validation outputs via API or webhook.
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What You Can Process

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Structured Formats

PDF, HTML, JSON, XML, and more
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Unstructured Inputs

Images and documents processed with OCR + confidence scoring
Common Document Types

Common Document Types

Paystubs, W2s, 1099s, bank statements, letters of employment, insurance policies, transcripts, IDs, and more

Fraud Detection, Built In

Most document workflows trust the file. We don’t. MeasureOne evaluates multiple signals to help you identify manipulation and reduce risk. Use the following signals to automate approvals, route exceptions, or trigger deeper review.

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STRUCTURE

Each document is checked against expected templates, formats, and structural patterns. Missing sections, altered layouts, or unexpected formatting can signal manipulation or non-standard documents.

 

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CONSISTENCY

Extracted data is validated against itself to ensure internal consistency. For example, income totals, dates, and calculated fields are cross-checked to catch discrepancies that wouldn’t occur in authentic documents.

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IDENTITY

Names, employers, addresses, and other identifiers are compared across documents and fields. Misalignment can indicate document mixing, fabrication, or attempts to impersonate another individual.

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METADATA

We analyze embedded metadata, font usage, and document properties to detect signs of editing or synthetic generation. Inconsistencies here often reveal tampering that isn’t visible at the surface level.

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ATTRIBUTE CONFIDENCE METRICS

Every extracted field is scored based on extraction certainty and validation results. Low-confidence or anomalous values can be flagged automatically for review or downstream decisioning.

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Why Teams Choose MeasureOne

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Stop Fraud Before it Becomes a Problem

Built-in fraud detection isn’t an add-on, it’s core. We analyze structure, consistency, identity alignment, and PDF metadata and fonts (where available) to surface tampering and risk signals early.
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Recover Drop-off and Keep Conversion High

Give users a seamless fallback when account connections fail. No dead ends, no manual handoffs.
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Get Decision-ready Data Instantly

Receive standardized JSON with extracted fields, confidence signals, and validation results in real time.
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Automate the Work Your Team Hates

Eliminate manual review, reduce exceptions, and free ops teams to focus on edge cases instead of every file.

Use Cases

Comprehensive Access to the Consumer Data that Powers Your Business

 

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Lending

Verify income and detect inconsistencies before underwriting decisions.

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Automotive

Reduce fraud and speed up income + insurance verification.

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Property

Keep applications moving with verified renter-submitted documents.

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Tax and Wealth

Automate collection and validation of W2s, 1099s, and financial documents.

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Background Screening

Background Screening

Standardize employment, education, and identity verification workflows.

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Built for Your Workflow

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M1 Link

Drop in a conversion-optimized widget for fast, secure uploads.

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Hosted Portal

Launch quickly with a no-code or low-code interface.
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Custom Integration

Fully customize capture, processing, and delivery with structured outputs and webhooks.

Don't let bad documents or broken logins slow you down

Use MeasureOne Intelligent Document Processing to extract, verify, and trust document data, without manual work or blind spots.