- AI Document Parser · by AgenticSwift

Turn Any Document Into Decision-Ready Data

Extract, validate, and structure data from PDFs, Word files, scans, images, and handwriting—without rebuilding the model whenever a format changes. AgenticSwift adapts at runtime, flags uncertainty, and sends clean data into the systems your team already uses. 

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AI document parser

99.5%

Validated extraction accuracy

80%

Faster document processing

50+

Faster document processing

24/7

Automated pipeline

- Supported document formats

Parse the File Formats Your Business Already Uses 

No reformatting, template cleanup, or document redesign required. AgenticSwift reads structured, semi-structured, and unstructured documents as they arrive—whether they are digital, scanned, photographed, or handwritten.

PDF files

Extract data from digital and scanned PDFs, including multi-page files and changing layouts.

Word documents

Process DOC and DOCX files across different templates, sections, and formatting styles.

Images & photos

Read JPG, PNG, and TIFF files, including clear mobile photos of physical documents.

Scanned documents

Convert scanned paperwork into searchable, structured, machine-readable data.

Handwritten content

Recognize cursive and hand-printed text using intelligent character recognition, with confidence scoring for review.

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- AI document parsing by industry

Built for the documents your industry depends on.

Select your industry to see the documents AgenticSwift can process and the workflows your team can automate. 

Documents

  • Claims forms and first notice of loss (FNOL) 
  • ACORD forms, policy declarations, and endorsements 
  • Underwriting submissions, broker slips, and quotes 
  • Loss reports, medical records, estimates, invoices, police reports, and handwritten witness statements 
  • Policy declarations
  • Medical Records & Notes
  • Explanation of Benefits
  • Repair Estimates & Invoices
  • Police Reports
  • Witness Statements 
  • Underwriting Submissions
  • Broker Slips & Quotes
  • Endorsements & Renewals

What teams use it for

  • Populate claims systems from submitted documents
  • Extract policy and risk data for underwriting 
  • Check intake documents for missing or inconsistent information 
  • Route uncertain fields for focused human review 

- Document processing challenges, solved

Manual Document Processing Is Slow, Expensive, and Difficult to Scale

Conventional OCR can read familiar text, but document workflows fail when layouts change, handwriting appears, or extracted values need validation. AgenticSwift combines intelligent document processing with runtime adaptation and field-level controls to turn changing documents into usable data.

AI docparser
The challengeHow AgenticSwift’s AI Doc Parser solves it
Hours lost to manual data entryTeams repeatedly re-key names, dates, totals, and line items from forms, invoices, and contracts.

Every field extracted in one pass

Names, dates, totals and line items into structured data in seconds — no typing, no copy-paste.

Costly errors and rework

A mistyped value can cause rework, compliance exposure, delayed decisions, or lost revenue.

Confidence-scored accuracy

Score extracted fields and route exceptions for targeted review instead of allowing silent errors.confidence scoring

Too many formats to handle

New forms, revised schedules, unusual layouts, and handwritten notes create exceptions conventional pipelines cannot handle.

Reads any format, any layout

Process new and changing document structures without a model-retraining cycle for every variation.

Volume that demands more headcount

Manual review effort rises with document volume, backlogs, and seasonal peaks.

Scale without growing your team

Run documents through an always-on pipeline and reserve human attention for exceptions.

- How it works

From Raw Document to Usable Data in Three Steps 

No templates to build and no extraction rules to rewrite for every new layout.

Connect Your Document Sources

Upload files, connect an inbox or folder, or send documents through the API. Process PDFs, Word files, scans, images, and handwritten documents from the sources your workflow already uses.

Extract, Understand & Validate

AgenticSwift classifies each document, recognizes printed and handwritten content, extracts the required fields, and applies confidence checks. When the structure changes, the parser adapts rather than immediately failing to a manual queue.

Send Structured Data to Your Systems

Deliver clean, machine-readable data to your ERP, CRM, claims platform, policy administration system, database, or review interface through APIs and integrations.

- Powered by the latest document AI

ICR, computer vision & NLP — working together.

Reading text is only the first step. AgenticSwift combines multiple document AI technologies to interpret content, layout, and context across the documents businesses actually receive.

OCR — Optical Character Recognition

Reads printed text from PDFs, scans, and images.

ICR — Intelligent Character Recognition

Recognizes hand-printed and cursive handwriting and assigns field-level confidence.

CV — Computer Vision

Understands document layout, tables, checkboxes, stamps, signatures, and spatial relationships.

NLP — Natural Language Processing

Uses context to identify the right entities and fields in unstructured content.

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- Live document data extraction

See AgenticSwift Extract Structured Data From a Real File

Choose a document type to see how the parser identifies fields, structures the output, and shows a confidence score for each extracted value.

Agreement

- Why choose AgenticSwift's AI Document Parser

Document Data You Can Trust—and Use

AgenticSwift is built for production document workflows: adaptable extraction, visible uncertainty, and structured outputs that connect to your existing systems.

No Retraining for Every New Format

Process changing layouts and previously unseen document variations without starting a new model-training cycle each time.

Self-Healing Extraction

When a document deviates from the expected structure, the parser adapts at runtime instead of simply breaking or sending the entire file to manual review.

Field-Level Human Control

Confidence scores show exactly which values may need attention, so reviewers focus on exceptions instead of rechecking every field.

Handles Real-World Documents

Process scans, photos, handwriting, tables, signatures, and irregular layouts—not only clean, template-based files.

Fits Your Existing Technology Stack

Send validated outputs to ERP, CRM, claims, policy administration, database, and review systems through APIs and integrations.

Implementation Support Included

Work with AI engineers to scope document types, configure outputs, integrate systems, and support production deployment.

How AgenticSwift Compares 

Manual Review vs. Generic OCR vs. Adaptive Document Intelligence

What matters to youManual data entryGeneric OCR toolsAgenticSwift’s AI Doc Parser
Changing document formatsRequires manual interpretationOften needs templates or reconfigurationAdapts at runtime without retraining for each format
Unstructured and handwritten contentHandled slowly by peopleLimited or inconsistentOCR, ICR, computer vision, and NLP work together
Visibility into uncertaintyDepends on the reviewerOften limitedConfidence scoring at field level
Human review workloadReview every documentReview many extraction failuresReview the exceptions that need attention
OutputManually entered dataText or basic exportsStructured, validated, machine-readable data
Scaling volumeRequires more peopleCan plateau on complex documentsParallel, always-on document processing

- Results

Less Manual Review. Faster Decisions.

Replace the values below with measured results from a customer deployment or controlled pilot before publishing.

91%

Faster processing <pFrom document receipt to usable data

99.5%

Verified accuracy

Extraction and validation performance on supported documents.

1000s

Verified throughput

Documents processed in parallel at peak volume

↓ cost

Verified cost reduction

Lower manual data-entry and review cost

- Document security & compliance

Enterprise-Ready Controls for Sensitive Documents

Document workflows may contain confidential and regulated information. AgenticSwift supports deployment controls designed to protect files, limit access, and preserve traceability.

  • Encryption in transit and at rest for document data.
  • Role-based access controls for authorized users.
  • Audit logs for extraction and review activity.
  • Configurable data-retention options based on deployment requirements.
  • Customer data is not sold.

- Pricing & implementation

Start With a Pilot. Scale After It Proves Value.

Pricing is based on document volume, workflow complexity, and the systems you need to connect. Begin with a focused pilot using your own documents, then expand after the results are measured.

Prove Value on Your Documents

Test representative files and define the fields, validations, and outputs your workflow requires.

Pricing That Scales With Usage

Align pricing with document volume, processing complexity, and integration requirements.

Done-With-You Implementation

Scope document types, configure outputs, connect downstream systems, and move from pilot to production with engineering support.

No Credit Card Asked

- Pricing & implementation

See What AgenticSwift Can Automate for You 

Share a representative sample and use a 15-minute discovery call to identify the fields we can extract, the exceptions that require review, the systems we can connect, and the measurable time your team could save.

  • Tested on your document formats 
  • Defined extraction fields and validation requirements
  • Estimated implementation scope and workflow impact
  • No cost, no obligation

- AI Document Parser FAQs

Answers to Common AI Document Processing Questions

What document formats does AgenticSwift support?

AgenticSwift processes digital and scanned PDFs, DOC and DOCX files, JPG, PNG and TIFF images, clear document photos, and handwritten content. It can work with structured, semi-structured, and unstructured layouts.

Yes. Intelligent character recognition helps read hand-printed and cursive text. Each extracted field can include a confidence score so uncertain values can be reviewed before they move downstream.

No model-retraining cycle is required for every new format or layout variation. The parser is designed to adapt at runtime when document structure changes. Configuration may still be required when you introduce a new business objective, new target fields, or new validation rules. 

Accuracy depends on document quality, complexity, field type, handwriting, and validation requirements. During a pilot, AgenticSwift measures performance on representative documents and defines how low-confidence values should be reviewed. Publish a specific accuracy percentage only after it has been verified for the stated use case.

How is AgenticSwift different from a generic OCR tool?

Generic OCR primarily converts printed text into machine-readable text. AgenticSwift combines OCR, ICR, computer vision, NLP, document classification, field extraction, confidence scoring, and runtime adaptation to deliver structured data for business workflows.

Yes. It can identify and extract relevant information from unstructured and semi-structured files, including documents whose content or layout varies from one submission to another. 

Computer vision can identify layout elements such as tables, checkboxes, stamps, and signatures. The exact detection and validation requirements should be confirmed during the pilot for your document set.

Yes. Structured outputs can be delivered to ERP, CRM, claims, policy administration, database, or review systems through APIs and configured integrations.

AI document parser

- Ready when you are

See AgenticSwift Work on Your Documents

Bring a representative file to a 15-minute discovery call. We will map the fields you need, show how the parser structures the data, identify where validation or human review belongs, and outline a focused pilot—without requiring a credit card or long-term commitment.

No credit card required. Evaluation terms apply to submitted sample documents.