Document Insights

Features

This page describes what Document Insights can do, organized by capability. Each feature is written from a business perspective — what it does and why it matters. For provider-specific setup and technical depth, see the Admin Guide, and Developer Guide.


📄 Document Processing & Extraction

The core of the platform: reading documents and turning them into structured data.

  • AI-powered OCR — extracts data using OCR engines and Google Gemini AI.

  • Structured and unstructured documents — handles fixed-format forms as well as free-form documents.

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  • Template-free extraction — with Gemini, extract from almost any document using a simple prompt, with no predefined template required.

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  • Context-aware understanding — interprets semi-structured documents and even handwritten notes.

Supported document types include bank statements, credit card statements, identity documents (driver's license, passport, SSN card), income documents (W-2, SSA-1099, pay stubs), tax forms, custom business forms, contracts, invoices, and applications.

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📊 Data Insights & Analytics

Once a document is read, the platform surfaces the metrics your teams act on.

  • Financial metrics — revenue, cash flow, average balance, overdraft / NSF days.

  • Transaction analysis — transaction-level parsing and categorization.

  • Dashboard visualization — out-of-the-box Lightning Web Components present insights inside Salesforce.

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What it means for you: the numbers a reviewer would otherwise calculate by hand are available instantly.


🛡️ Fraud & Risk Detection

Risk signals are flagged automatically before a decision is made.

  • Pattern detection — based on document structure, metadata inconsistencies, and content mismatches.

  • Tampering and authenticity checks — identifies altered or suspicious documents.

  • Confidence and fraud scoring — every extraction carries a confidence score to guide review.


🔗 Field Mapping & Salesforce Sync

Extracted data lands on your existing Salesforce records, ready to use.

  • Flexible mapping — template-driven and JSON-based field mapping.

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  • Standard and custom objects — data syncs natively to the objects you already use.

  • Works with your processes — integrates with Salesforce Flows, Apex, and approval processes.


✅ Review & Validation Workflow

Low-confidence results are routed for human review instead of flowing through unchecked.

  • Confidence matrix — extractions are scored so reviewers focus where it matters.

  • Threshold-based review — set the score below which a document is held for review.

  • Status-driven validation — track each document through its review states.


⚙️ Triggers & Automation

Processing can be initiated however your workflow needs.

  • Trigger options — on-click, Salesforce Flows, scheduled runs, or REST API calls.

  • Intake channels — documents arrive via the UI, API, email, SFTP, or eFax.


🔒 Security & Compliance

  • Secure file handling with controlled access management.

  • Compliance-focused processing that keeps an auditable trail of how data was captured.


🧩 Extensibility & Scalability

The platform adapts as your needs grow — usually through configuration rather than code.

  • Plugin-based architecture — add document templates, OCR/AI providers, and dashboard widgets.

  • Configurable rules — adjust field mapping, review workflows, and validation logic.

  • Custom logic — extend behavior through Apex and Salesforce Flows when needed.

  • Enterprise scale — processing scales to high document volumes.


🔌 Supported Integrations at a Glance

Document Insights works with leading OCR and AI providers:

Provider

Best for

MoneyThumb

Bank and credit card statement analysis, cash flow, NSF/overdraft metrics, fraud scoring

Ocrolus

Bank statements, identity and income documents, authenticity and confidence scoring

Lazarus

Custom and business-specific forms, field-level confidence, configurable validation

Google Gemini

Template-free extraction from virtually any document, including unstructured content

For the full capability list and setup steps for each provider, see the Integrations guide.