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AI Agents for PDF Data Extraction

WorkAgentic builds AI agents for PDF data extraction that read any PDF, structured or scanned, and extract the fields and tables your team needs, so nobody opens a document just to retype what's already on the page.

★★★★★4.9 / 5
No technical team neededBuilt by CPAs
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PDF Data Extraction

Six PDF extraction tasks your team stops running manually

Each agent reads incoming PDFs and extracts the data automatically. No template rebuild per layout, no manual retyping of fields that are already on the page.

Automatic Field Extraction from PDFs

  • Fields extracted automatically from any incoming PDF
  • No manual opening and reading of each document to find the data
  • Field definitions configured once and applied across every matching document
  • Extraction rules updated without rebuilding the entire pipeline
  • Source PDF kept linked to the extracted record for reference

Multi-Layout Template-Free Reading

  • Varying vendor or document layouts read without a separate template each time
  • Fields identified by meaning, not by fixed position on the page
  • New document sources added without a template-building project
  • A layout change from a vendor doesn't break extraction the way a fixed template would
  • One consistent extraction setup covers many different document styles

Table and Line-Item Extraction

  • Tables and repeating line items extracted as structured rows, not flattened text
  • Multi-page tables reconstructed correctly instead of split apart
  • Column headers matched even when wording differs slightly between documents
  • Line totals checked against document totals to catch extraction errors
  • Output ready to drop into a spreadsheet without manual reformatting

Confidence Scoring and Validation

  • Every extracted field carries a confidence score, not treated as certain by default
  • Low-confidence fields routed to a person instead of entered incorrectly
  • Validation rules configured per field, such as expected format or range
  • Scanned and handwritten fields flagged for review more readily than clean typed text
  • Confidence thresholds tuned over time as real accuracy data accumulates

Searchable Text and Metadata Output

  • Scanned PDFs made fully searchable as part of the extraction process
  • Document metadata such as date, source, and type captured automatically
  • Output structured for easy filtering and lookup later
  • Original PDF stays retrievable alongside the extracted data
  • No separate OCR or indexing step needed downstream

Extraction History and Audit Log

  • Every extraction logged with the source document and a timestamp
  • Corrections tracked so the original and revised values are both visible
  • Records available for audit without reconstructing them after the fact
  • Volume and accuracy trends visible over time, not just per document
  • History retained even after the source document has been archived

Client Reviews

What operations teams say after going live

4.8
★★★★★
Verified clients
★★★★★

“We had two people whose entire job was opening PDFs and typing the numbers into a spreadsheet. WorkAgentic reads them and delivers the data directly now. Those two people do actual analysis work instead.”

★★★★★

“Our vendors all format their invoices differently, and we used to need a new template built every time we onboarded one. WorkAgentic reads all of them the same way now without a single template.”

★★★★

“A twelve-page purchase agreement had line items spread across three separate tables, and manually copying them into our system took most of an afternoon. WorkAgentic pulls all three tables correctly now in a few minutes.”

★★★★★

“A scanned document with a smudged section used to just get entered wrong, and nobody would catch it until something didn't reconcile. WorkAgentic flags anything it isn't confident about now instead of guessing.”

★★★★

“We had thousands of old scanned contracts sitting in a folder that nobody could actually search. WorkAgentic made them fully searchable as part of extraction, and now we can find a specific clause in seconds instead of digging through boxes.”

Our Process

How we deploy your PDF extraction agent

Five structured steps from scoping to go-live. No disruption to your current document flow or team workflows.

01
Discovery and Document Audit
Free 30-minute call. We map your current document volume, formats, layout variety, and destination systems.
02
Agent Design and Scoping
We define which fields and tables to extract, validation rules, and confidence thresholds before building anything.
03
Build and Integration
We connect the agent to your document sources and destination systems. No IT team required on your side. We handle all integrations.
04
Pilot and Validation
The agent extracts data in parallel with your existing process for one full cycle. Accuracy is compared side by side before handoff.
05
Go-Live and Handoff
The agent takes over extraction, validation, and delivery. Your team keeps review authority over flagged fields. We monitor accuracy through the first three cycles.
01
Discovery and Document Audit
Free 30-minute call, no preparation needed. We map your current document volume, formats, layout variety, and destination systems. You walk us through it once. We take it from there.
Document volume and layout variety assessment
Destination system and field mapping by document type
Recommended agent configuration for your document mix

Document Processing by Industry

Built for your industry, not just your department

Each agent is configured for that sector's systems, rules, and compliance requirements.

01
Consumer Packaged Goods
PDF Data Extraction Agent for CPG
  • Configured around your existing systems and business rules
  • No new software required for your team to learn
  • Full audit trail kept automatically
02
Manufacturing
PDF Data Extraction Agent for Manufacturing
  • Matched to your plant and ERP systems already in place
  • No disruption to how your team currently works
  • Every action logged for compliance and review
03
Hospitality
PDF Data Extraction Agent for Hospitality
  • Configured around your property management and finance systems
  • Runs quietly in the background of your daily operations
  • Nothing changes for guests or front-line staff
04
Ecommerce
PDF Data Extraction Agent for Ecommerce
  • Matched to your order management and support systems
  • Scales automatically during peak volume periods
  • No manual work added as order volume grows
05
Retail & Wholesale
PDF Data Extraction Agent for Retail & Wholesale
  • Configured around your POS, ERP, and vendor systems
  • Works the same way across every location
  • Full visibility without a manual review process
06
Construction
PDF Data Extraction Agent for Construction
AI agents for construction companies covering job cost tracking, change order processing, subcontractor compliance and pay application processing.
    07
    Distribution
    PDF Data Extraction Agent for Distribution
    AI agents for distribution companies covering order processing, warehouse and inventory visibility, demand forecasting and vendor invoice reconciliation.
      08
      Energy and Utilities
      PDF Data Extraction Agent for Energy and Utilities
      WorkAgentic deploys AI agents for energy and utilities companies covering predictive asset maintenance, outage detection, regulatory compliance and meter data reconciliation.
        09
        Financial Services
        PDF Data Extraction Agent for Financial Services
        AI agents for financial services firms covering underwriting document processing, KYC and AML compliance, reconciliation and client onboarding.
          10
          Food and Beverage
          PDF Data Extraction Agent for Food and Beverage
          AI agents for food and beverage companies covering demand forecasting, recall traceability, cold chain monitoring and compliance documentation.
            11
            Healthcare Services
            PDF Data Extraction Agent for Healthcare Services
            WorkAgentic deploys AI agents for healthcare services companies covering claims denial management, patient scheduling, compliance documentation and provider credentialing.
              12
              Insurance
              PDF Data Extraction Agent for Insurance
              AI agents for insurance companies covering claims intake and adjudication, policy underwriting, renewal tracking and commission reconciliation.
                13
                Life Sciences
                PDF Data Extraction Agent for Life Sciences
                AI agents for life sciences companies covering regulatory submission compilation, batch record review, clinical trial document management and adverse event reporting.
                  14
                  Logistics and Transportation
                  PDF Data Extraction Agent for Logistics and Transportation
                  WorkAgentic deploys AI agents for logistics companies to automate load planning, freight audit and fleet maintenance in the US.
                    15
                    Professional Services
                    PDF Data Extraction Agent for Professional Services
                    WorkAgentic deploys AI agents for professional services firms to automate time capture, billing and utilization in the US.
                      16
                      Real Estate
                      PDF Data Extraction Agent for Real Estate
                      WorkAgentic deploys AI agents for real estate companies covering lease abstraction, CAM reconciliation, predictive maintenance and lease compliance tracking.
                        17
                        Software and SaaS
                        PDF Data Extraction Agent for Software and SaaS
                        AI agents for software and SaaS companies covering subscription revenue recognition, churn risk tracking, usage-based billing reconciliation and support ticket triage.
                          18
                          Staffing and HR Services
                          PDF Data Extraction Agent for Staffing and HR Services
                          AI agents for staffing and HR services companies covering candidate screening, timesheet and billing reconciliation, compliance documentation and payroll accuracy.

                            Built Around Your Workflow

                            Your existing systems are already the source of truth

                            WorkAgentic builds each workflow automation agent around the systems, rules, and approval logic your team already uses. Nothing about how your team works today needs to change. The agent runs in the background, and your team reviews exceptions and keeps final say.

                            Zero new software for your team to learn. The agent runs inside your existing systems. Your team sees the output, not the engine.
                            100+
                            systems we connect to
                            Any API
                            if it exports data, we connect
                            N
                            NetSuite
                            SAP
                            SAP
                            SF
                            Salesforce
                            x
                            Xero
                            ORC
                            Oracle
                            D365
                            Dynamics
                            SGE
                            Sage
                            100+
                            more systems

                            NetSuite, SAP, Salesforce, Xero, Sage Intacct, Workday, Oracle Financials, and any CRM or ERP with a structured API or data export

                            Case Studies

                            AI agents we have already built and deployed

                            Real deployments. Real outcomes. Each agent was built from scratch around the client's exact workflow.

                            How a $150M Frozen Foods Distributor Eliminated Overnight Temperature Risk and Prevented $200K–$250K in Annual LossesFrozen Foods / CPG
                            How a $150M Frozen Foods Distributor Eliminated Overnight Temperature Risk and Prevented $200K–$250K in Annual Losses
                            A leading frozen foods distributor managed millions of dollars of temperature-sensitive inventory across its refrigerated fleet but had no visibility into trailer temperatures during overnight hours. This created a significant risk of product spoilage, inventory loss, and customer service disruptions.
                            How a $50M CPG Brand Replaced a $180K TPM System and Unlocked $300K in Annual Value Using Open-Source TPM and Agentic AICPG / Consumer Packaged Goods
                            How a $50M CPG Brand Replaced a $180K TPM System and Unlocked $300K in Annual Value Using Open-Source TPM and Agentic AI
                            A $50 million consumer packaged goods (CPG) brand was struggling with the growing complexity of trade promotion management. Despite investing heavily in a traditional TPM platform, many critical processes remained manual, including trade planning, accrual management, deduction reconciliation, customer profitability reporting, and trade spend analysis. The company was spending approximately $180,000 annually on TPM software while dedicating significant internal resources to managing promotions, deductions, and reporting activities.
                            How a $250M+ Frozen Food Manufacturer Cut Daily Inventory Reporting from 120 Minutes to 5 Minutes and Saved $44,000 AnnuallyFrozen Foods / CPG
                            How a $250M+ Frozen Food Manufacturer Cut Daily Inventory Reporting from 120 Minutes to 5 Minutes and Saved $44,000 Annually
                            A $250M+ frozen food manufacturer managed inventory across multiple third-party warehouses and cold storage facilities. Accurate inventory visibility was critical for supply planning, production scheduling, customer service, and inventory management. However, the company relied on a highly manual inventory reporting process that required data from twelve separate sources, including warehouse portals and accounting system reports, to be downloaded, reconciled, and consolidated twice each day.
                            How a $800M CPG Company Replaced OCR and Manual Data Entry with Agentic AI, Generating $592,000 in Annual Savings and a 4.6x ROICPG / Business Process Outsourcing
                            How a $800M CPG Company Replaced OCR and Manual Data Entry with Agentic AI, Generating $592,000 in Annual Savings and a 4.6x ROI
                            A leading business services provider supported multiple consumer packaged goods (CPG) companies with aggregate annual sales exceeding $800 million. The organization was responsible for transcribing retailer deduction documentation, validating deductions against trade promotion planners, proof-of-performance documents, and promotional contracts across multiple customers, channels, and retailer platforms. As client volumes increased, the process of extracting, validating, and transferring retailer data into spreadsheets, reports, and operational dashboards became increasingly dependent on manual labor.

                            Watch the Agent Work

                            See a PDF data extraction agent running live

                            A 3-minute walkthrough showing how the agent reads an incoming PDF, extracts the fields and a multi-page table, scores its own confidence, and delivers the data into a destination system.

                            PDF read and fields extracted automatically as it arrives
                            Multi-page table reconstructed into clean structured rows
                            Low-confidence field flagged for review instead of guessed
                            Clean data delivered directly into the destination system
                            Get Your Agent Today →

                            No commitment. We demo with a real workflow, not a sandbox.

                            Built for Document-Heavy Teams

                            The right extraction setup for every role

                            Each deployment is scoped around how a specific role interacts with incoming PDFs. Your COO, operations manager, and back-office team each get what they need from extraction that runs on its own.

                            COO
                            Chief Operating Officer

                            Stops finding out about a document backlog only after it delays something downstream. Gets continuous throughput instead.

                            WHAT CHANGES
                            Document throughput visible without waiting for a status update
                            Volume spikes handled without adding temporary headcount
                            Audit history available without asking the team to reconstruct it
                            Recurring error patterns visible so root causes can be addressed
                            OPERATIONS
                            Operations Manager

                            Stops assigning staff to retype the same fields every day. Gets a team focused on the exceptions instead.

                            WHAT CHANGES
                            Documents extracted continuously instead of processed in an end-of-day batch
                            Low-confidence fields flagged first so review time goes where it matters
                            Output ready for downstream teams without manual handoff work
                            Time spent on the documents that actually need a second look
                            BACK OFFICE
                            Back-Office Team

                            Stops retyping the same fields from every PDF that comes in. Gets flagged exceptions instead.

                            WHAT CHANGES
                            Fields extracted and delivered automatically as PDFs arrive
                            Corrections logged with a reason so nobody has to reconstruct a decision later
                            Exceptions cleared on a defined cadence so nothing carries over unresolved
                            Coverage maintained across higher document volume without adding headcount
                            Meet Our CEO Haroon Jafree, CPA
                            25 years as a CFO and finance leader, designing agents around workflows he personally ran
                            About WorkAgentic

                            Start with PDF data extraction. Add more document processing agents as your team grows.

                            WorkAgentic deploys PDF data extraction that reads any incoming PDF and extracts the fields and tables your team needs, so nobody opens a document just to retype it.

                            FAQ

                            Questions about PDF data extraction

                            Clear answers on how the agent reads PDFs, handles tables and confidence, and what your team stays responsible for.

                            PDF data extraction agents are AI agents that read any PDF document and extract the fields, tables, and values your team needs, without a pre-built template for every document layout. WorkAgentic builds PDF data extraction agents for teams who currently have staff opening PDFs one at a time and manually typing the contents into a spreadsheet or system.
                            PDF data extraction is the general-purpose agent: it reads any PDF regardless of layout and extracts the fields you define. Form processing is a specialized version built around fixed-field intake forms and applications, where the same fields appear in a consistent structure every time. This page covers the general PDF agent. A separate form processing agent covers structured form intake specifically.
                            No. The agent reads varying layouts, such as invoices from different vendors, without needing a separate template built for each one. It identifies the fields you've defined regardless of where they sit on the page.
                            Yes. Tables and repeating line items are extracted as structured rows, not flattened into a single block of text, so the output is usable in a spreadsheet or system without manual reformatting.
                            The agent reads scanned documents and handwritten fields alongside native, digitally created PDFs. Fields it cannot read with confidence are flagged for review instead of being extracted incorrectly.
                            Extracted data is delivered directly into your destination system, spreadsheet, or database in the format your team already uses. No manual copy-paste step is needed between the PDF and where the data actually needs to live.
                            Yes. Each extracted field carries a confidence score, and anything below your defined threshold is routed to a person for review rather than entered as if it were certain.
                            Zero new software for your team to learn. The agent runs inside your existing systems. Your team sees the output, not the engine.

                            Get Started

                            Ready to stop opening PDFs just to retype them?

                            Book a free 30-minute PDF extraction process review. We map your document volume and layouts and show you where automation removes the most manual work first.

                            Book a Free PDF Extraction Process Review