PR/PO Field Extraction from Contracts

Uses Agentic AI to capture vendor details, payment terms, and delivery dates.

Key Features

Multi-model field extraction

Uses different models together, one for reading structured fields, one for understanding layout, and another for text, to extract information accurately, even from complex tables.

Pre-training on millions of documents

Built on a large dataset of real-world documents, enabling consistent and accurate performance across a wide range of contract types and industries.

Field-specific model optimization

Uses dedicated models for different kinds of data, like numbers, amounts, or line items, to improve how accurately each type is extracted.

Chain-of-thought reasoning

Applies step-by-step reasoning to understand how related fields connect, ensuring consistent and accurate interpretation across the document.

Line-item parsing with spatial intelligence

Uses spatial cues and table structure to accurately capture detailed line items, even when information spans across multiple rows.

Verifies quantity and pricing accuracy to ensure contract compliance

Intelligent line-item validation

Checks that quantities, prices, totals, and taxes align correctly, helping ensure accurate calculations and contract compliance.

KEY BENEFITS

Procurement Co-Pilot shrinks cycle times from request to purchase order, freeing teams from manual effort, delivering instant ERP-synced approvals, and giving finance teams real-time spend visibility for compliant, cost-effective purchasing.

80%

PO creation & dispatch time

Converts approved PR into PO automatically based on the company's templates. It can send POs automatically to vendors based on configurations.

5min

PR creation time

Co-pilot auto-fills most of the complex forms in ERPs and procurement systems by reducing the effort to 5 minutes

Auditability

Human Errors

Approvals

PO Closing & Other KPIs

Before and After Hyperbots PR/PO Co-Pilot

Why Hyperbots Agentic AI Platform?

Why choose hyperbots agentic AI: finance-first, accurate, adaptable AI

Finance specific

Hyperbots Agentic AI platform specializes exclusively in finance and accounting intelligence, leveraging millions of data points from invoices, statements, contracts, and other financial documents. No other platform has such large pretrained models on F&A data.

Best-in-class accuracy

Hyperbots achieves 99.8% accuracy in converting unstructured data to structured fields through a multimodal MOE model integrating LLMs, VLMs, and layout models. With contextual validation and augmentations, the platform ensures 100% accuracy for deployed agents.

Synthesis of unstructured and strutured finance data

Hyperbots agents emulate finance professionals to autonomously perform F&A tasks by reading and writing data like COA, expenses, and vendor masters from core accounting systems and integrating it with unstructured data from financial documents such as invoices, POs, and contracts.

Pre-trained agents with state of the art models

Hyperbots' Agentic platform, pre-trained on millions of financial documents like invoices, bills, statements, and contracts, ensures seamless integration, high accuracy, and adaptability to any accounting content, form, layout, or size from day one.

Company specific inference time learning

Hyperbots' Agentic platform employs state-of-the-art Auto ML pipelines with techniques like reinforcement learning to enable inference-time learning for tasks such as GL recommendation and cash outflow forecasting, ensuring continuous improvement and adaptability.

FAQs: Extraction of PR Fields from Contract

What fields does the PR/PO Co-Pilot extract from contracts or SOWs?

The PR/PO Co-Pilot extracts essential fields such as vendor information, line item details, payment terms, delivery dates, contract terms, and scope of work from contracts and Statements of Work (SOWs). This ensures all critical procurement data is accurately captured.

What time savings does the PR/PO Co-Pilot achieve by extracting these fields?

By automating the extraction of key fields, the Co-Pilot significantly reduces manual data entry time, typically saving up to 80% of the time spent on processing purchase requisitions and orders. This allows procurement teams to focus on more strategic tasks.

What technology does the PR/PO Co-Pilot use to extract these fields?

The Co-Pilot utilizes advanced extraction technologies, including vision-language models, large language models (LLMs), and layout understanding algorithms. These state-of-the-art models enable accurate extraction from diverse document formats, such as structured forms, free-form text, and complex table layouts.

Does the PR/PO Co-Pilot also perform validation?

Yes, the Co-Pilot not only extracts data but also validates the extracted fields against predefined rules and existing records. It ensures data accuracy by cross-referencing vendor details, verifying line items, and confirming payment terms, thereby minimizing errors and maintaining compliance.

Does the PR/PO Co-Pilot highlight where human input is necessary based on confidence?

Absolutely. The Co-Pilot assigns confidence scores to each extracted field and flags any low-confidence entries for human review. This ensures that critical decisions involve human oversight when the system's certainty is insufficient, maintaining high data integrity.

Does the PR/PO Co-Pilot perform inference-time learning?

Yes, the Co-Pilot incorporates inference-time learning, allowing it to adapt and improve its extraction and validation processes based on real-time feedback and new data. This continuous learning capability enhances accuracy and performance over time, ensuring the system remains up-to-date with evolving procurement needs.

Finance Transformations Powered by Agentic AI

Real outcomes from finance teams using Hyperbots Agentic AI

  • NYC-based Media & Market Services Company

    Processed 1 million invoices annually across 20+ legal entities in the U.S. & Europe
    ERPs
    NetSuite
    SAP
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Vendor Management | Procurement

    80%

    Straight-Through Processing

    99.8%

    Extraction Accuracy

    60%

    Cost Reduction in

    Finance Operations

  • $5B+ Miami-based Manufacturing Company

    Processed 250k+ invoices annually across a complex manufacturing finance environment
    ERPs
    Oracle Cloud
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Exception Handling

    85%

    Straight-Through Processing

    60%

    Cost Reduction

    90%

    Reduction in Manual Exception Management

  • A Large DTH Services Company

    Processed 400k+ invoices annually with a big vendor base, including a huge volume of PO-based invoices requiring matching
    ERPs
    SAP S/4HANA
    Hyperbots Agents Used

    Email Triaging | Extraction Agent | Invoice Processing | Matching | Fraud Detection

    90%

    Straight-Through Processing

    for PO Invoices

    11 -> 1

    Days Reduction in

    Invoice Processing Time

  • Boston-based Semiconductor Robotic Manufacturing Company

    Processed 30K+ invoices annually across vendors, PO matching, procurement workflows, and finance approval chains
    ERPs
    Epicor Kinetic
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Procurement

    50%

    Human Bandwidth

    Optimization

    1 week -> 1 day

    Reduction in Invoice

    Processing Time

  • NYC-based Home Decor & Lifestyle Consumer Brand

    Processed 20K+ invoices across 200+ factories with complex vendor onboarding, packing slips, inventory updates, and invoice workflows
    ERPs
    CGS BlueCherry
    Microsoft Business Central
    Hyperbots Agents Used

    Vendor Onboarding | Vendor Communication | Packing Slip Extraction | Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Surcharge, Freight & Custom Duty Allocation

    70%

    Reduction in Vendor Management Overhead

    10 days > 1 day

    Reduction in Invoice Processing Time

    90%

    Accelerated Inventory Updates

  • Houston-based Petrochemical Marketing Company

    Processed 40K+ invoices annually across a multi-entity procure-to-pay environment
    ERPs
    QuickBooks Desktop
    Datacor
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection

    70%

    Reduction in

    Operating Cost

    90%

    Reduction in

    Invoice Cycle Time

  • $1B+ Global Multi-Entity Pharmaceutical Company

    Processed large volume of invoices annually across multi-entity, multi-currency operations in the U.S. & Europe with a global supplier base
    ERPs
    SAP Business One
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection

    80%

    Straight-Through Processing

    90%

    Reduction in Invoice Processing Time

    Zero

    Duplicate

    Payments

    Single View

    of All Multi-entity Payables

  • $9B+ Manufacturing Enterprise

    Processed large volume of invoices annually with complex freight charges, duties, and surcharge allocations across invoices and POs
    ERPs
    Microsoft Great Plains
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Custom Duty, Freight & Surcharge Allocation

    80%

    Straight-Through Processing

    0 -> 100%

    Automated Freight

    & Duty Allocation

  • Chicago-based Orthopedic Services Company

    Optimized the ad-hoc finance operations, processing large & complex finance documents with an unclear Chart of Accounts
    ERPs
    QuickBooks Online
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection

    80%

    Straight-Through Processing

    75%

    Reduction in

    Manual Effort

  • NYC-based Apparel Manufacturer

    Optimized 2 different processes & systems for the prototyping & production phases of apparel orders, creating a complex and redundant procurement process
    ERPs
    WFX
    Momentis
    Microsoft Great Plains
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Procurement | Surcharge, Freight & Custom Duty Allocation

    80%

    Reduction in

    Processing Time

    80%

    Increase in

    Productivity Gains

    Optimized

    Procurement

    Workflows

  • Washington, D.C.-based Federally Funded Media Organization

    Optimized a 24-step guest and vendor management along with payment process across a large volume of transactions
    ERPs
    Deltek Costpoint
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Procurement | Vendor Onboarding | Payments

    24 -> 2

    Guest Management

    Steps Reduction

    10 -> 2 Weeks

    Reduction in

    Time to Pay

    80%

    Increase in

    Productivity Gains

  • Los Angeles-based EV Infrastructure Company

    Managed a highly manual inventory procurement and complex exception-heavy 3-way matching processes
    ERPs
    NetSuite
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection

    80%

    Reduction in

    Exceptions

    99.5%+

    AI Extraction

    Accuracy Achieved

  • Atlanta-based Food Processing Company

    Processed 300M+ pounds of annual production across 3 large facilities with complex cash reconciliation across bank feeds, remittances & orders
    ERPs
    QuickBooks Desktop
    Hyperbots Agents Used

    Cash Application | Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection

    0 -> 90%

    STP Achieved in Cash Reconciliation

    80%

    STP Achieved in

    Invoice Processing

  • San Francisco-based Healthcare Payment Solutions Provider

    Managed manual procurement, lengthy P2P cycles, high invoice processing effort & month-end challenges around accruals & reconciliation
    ERPs
    Traverse
    NetSuite
    Hyperbots Agents Used

    Procurement | Accruals | Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection

    40%

    Close Cycle

    Reduction

    80%

    STP in

    Invoice Processing

    30%

    Reduction in

    Time to Procure

  • $1B+ Miami-based Global Seafood Supplier

    Manages raw material inventory accruals and reversals across shipments, invoices, and POs while maintaining inventory accuracy and accelerating AP processing
    ERPs
    SAP S/4HANA
    Hyperbots Agents Used

    Accruals | Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Validation | Augmentation

    80%

    Reduction in

    Time to Accrue

    80%

    Improvement in

    AP Productivity

  • NYC-based Largest Animal Hospital Operator

    Optimized for high complexity across vendor management, accounts payable, and vendor payments, requiring a modern, highly accurate, and transformative solution to optimize finance operations
    ERPs
    NetSuite
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Procurement | Validation | Augmentation

    60%

    Reduction in

    Vendor Management Overhead

    70%

    Gain in

    AP Productivity

  • Boston-based Furniture Manufacturing Firm

    Optimized a complex AP environment with multi-tier supply chains, mixed-vendor purchasing, 3-way matching, freight audits, progress billing, & required a custom ERP integration
    ERPs
    Hedberg
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Procurement | Validation | Augmentation

    80%

    Straight-Through Processing

    85%

    Reduction in

    Exceptions

  • Texas-based Non-Profit Organization

    Managed fund-based accounting, restricted donations, multi-entity cost allocations, tax documentation, employee & vendor payments, and audit compliance
    ERPs
    Propriety System
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Validation | Augmentation | Vendor Management

    80%

    Reduction in

    AP Effort

    99%+

    AI Extraction Accuracy

  • Chicago-based Energy R&D Organization

    Managed AP across research programs, grants, and projects with unique approval, coding, compliance, and funding requirements
    ERPs
    Deltek Costpoint
    Hyperbots Agents Used

    Costpoint Read/Write | Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Validation | Augmentation

    70%

    Productivity Improvement

    Improved

    Project-Level Cost Allocation

    Faster & Cleaner

    Book Closing

Finance Transformations Powered by Agentic AI

Real outcomes from finance teams using Hyperbots Agentic AI

  • Chicago-based Energy R&D Organization

    Managed AP across research programs, grants, and projects with unique approval, coding, compliance, and funding requirements
    ERPs
    Deltek Costpoint
    Hyperbots Agents Used

    Costpoint Read/Write | Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Validation | Augmentation

    70%

    Productivity Improvement

    Improved

    Project-Level Cost Allocation

    Faster & Cleaner

    Book Closing

  • Texas-based Non-Profit Organization

    Managed fund-based accounting, restricted donations, multi-entity cost allocations, tax documentation, employee & vendor payments, and audit compliance
    ERPs
    Propriety System
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Validation | Augmentation | Vendor Management

    80%

    Reduction in AP Effort

    99%+

    AI Extraction Accuracy

  • Boston-based Furniture Manufacturing Firm

    Optimized a complex AP environment with multi-tier supply chains, mixed-vendor purchasing, 3-way matching, freight audits, progress billing, & required a custom ERP integration
    ERPs
    Hedberg
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Procurement | Validation | Augmentation

    80%

    Straight-Through Processing

    85%

    Reduction in Exceptions

  • NYC-based Largest Animal Hospital Operator

    Optimized for high complexity across vendor management, accounts payable, and vendor payments, requiring a modern, highly accurate, and transformative solution to optimize finance operations
    ERPs
    NetSuite
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Procurement | Validation | Augmentation

    60%

    Reduction in Vendor Management Overhead

    70%

    Gain in AP Productivity

  • NYC-based Media & Market Services Company

    Processed 1 million invoices annually across 20+ legal entities in the U.S. & Europe
    ERPs
    NetSuite
    SAP
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Vendor Management | Procurement

    80%

    Straight-Through Processing

    99.8%

    Extraction Accuracy

    60%

    Cost Reduction in Finance Operations

  • $5B+ Miami-based Manufacturing Company

    Processed 250k+ invoices annually across a complex manufacturing finance environment
    ERPs
    Oracle Cloud
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Exception Handling

    85%

    Straight-Through Processing

    60%

    Cost Reduction

    90%

    Reduction in Manual Exception Management

  • A Large DTH Services Company

    Processed 400k+ invoices annually with a big vendor base, including a huge volume of PO-based invoices requiring matching
    ERPs
    SAP S/4HANA
    Hyperbots Agents Used

    Email Triaging | Extraction Agent | Invoice Processing | Matching | Fraud Detection

    90%

    Straight-Through Processing for PO Invoices

    11 -> 1

    Days Reduction in Invoice Processing Time

  • Boston-based Semiconductor Robotic Manufacturing Company

    Processed 30K+ invoices annually across vendors, PO matching, procurement workflows, and finance approval chains
    ERPs
    Epicor Kinetic
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Procurement

    50%

    Human Bandwidth Optimization

    1 week -> 1 day

    Reduction in Invoice Processing Time

  • NYC-based Home Decor & Lifestyle Consumer Brand

    Processed 20K+ invoices across 200+ factories with complex vendor onboarding, packing slips, inventory updates, and invoice workflows
    ERPs
    CGS BlueCherry
    Microsoft Business Central
    Hyperbots Agents Used

    Vendor Onboarding | Vendor Communication | Packing Slip Extraction | Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Surcharge, Freight & Custom Duty Allocation

    70%

    Reduction in Vendor Management Overhead

    10 days > 1 day

    Reduction in Invoice Processing Time

    90%

    Accelerated Inventory Updates

  • Houston-based Petrochemical Marketing Company

    Processed 40K+ invoices annually across a multi-entity procure-to-pay environment
    ERPs
    QuickBooks Desktop
    Datacor
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection

    70%

    Reduction in Operating Cost

    90%

    Reduction in Invoice Cycle Time

  • $9B+ Manufacturing Enterprise

    Processed large volume of invoices annually with complex freight charges, duties, and surcharge allocations across invoices and POs
    ERPs
    Microsoft Great Plains
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Custom Duty, Freight & Surcharge Allocation

    80%

    Straight-Through Processing

    0 -> 100%

    Automated Freight & Duty Allocation

  • Chicago-based Orthopedic Services Company

    Optimized the ad-hoc finance operations, processing large & complex finance documents with an unclear Chart of Accounts
    ERPs
    QuickBooks Online
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection

    80%

    Straight-Through Processing

    75%

    Reduction in Manual Effort

  • NYC-based Apparel Manufacturer

    Optimized 2 different processes & systems for the prototyping & production phases of apparel orders, creating a complex and redundant procurement process
    ERPs
    WFX
    Momentis
    Microsoft Great Plains
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Procurement | Surcharge, Freight & Custom Duty Allocation

    80%

    Reduction in Processing Time

    80%

    Increase in Productivity Gains

    Optimized

    Procurement Workflows

  • $1B+ Miami-based Global Seafood Supplier

    Manages raw material inventory accruals and reversals across shipments, invoices, and POs while maintaining inventory accuracy and accelerating AP processing
    ERPs
    SAP S/4HANA
    Hyperbots Agents Used

    Accruals | Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Validation | Augmentation

    80%

    Reduction in Time to Accrue

    80%

    Improvement in AP Productivity

  • San Francisco-based Healthcare Payment Solutions Provider

    Managed manual procurement, lengthy P2P cycles, high invoice processing effort & month-end challenges around accruals & reconciliation
    ERPs
    Traverse
    NetSuite
    Hyperbots Agents Used

    Procurement | Accruals | Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection

    40%

    Close Cycle Reduction

    80%

    STP in Invoice Processing

    30%

    Reduction in Time to Procure

  • Atlanta-based Food Processing Company

    Processed 300M+ pounds of annual production across 3 large facilities with complex cash reconciliation across bank feeds, remittances & orders
    ERPs
    QuickBooks Desktop
    Hyperbots Agents Used

    Cash Application | Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection

    0 -> 90%

    STP Achieved in Cash Reconciliation

    80%

    STP Achieved in Invoice Processing

  • Los Angeles-based EV Infrastructure Company

    Managed a highly manual inventory procurement and complex exception-heavy 3-way matching processes
    ERPs
    NetSuite
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection

    80%

    Reduction in Exceptions

    99.5%+

    AI Extraction Accuracy Achieved

  • Washington, D.C.-based Federally Funded Media Organization

    Optimized a 24-step guest and vendor management along with payment process across a large volume of transactions
    ERPs
    Deltek Costpoint
    Hyperbots Agents Used

    Email Triaging | Extraction | Invoice Processing | Matching | Fraud Detection | Procurement | Vendor Onboarding | Payments

    24 -> 2

    Guest Management

    Steps Reduction

    10 -> 2 Weeks

    Reduction in Time to Pay

    80%

    Increase in Productivity Gains

  • Abbott

    AbbVie

    Amazon

    Apple

    Arrow Electronics

    AT&T

    AutoNation

    Bank of America

    Berkshire Hathaway (GEICO)

    CBRE

    Cigna Group

    Cisco Systems

    Citigroup

    Costco

    Dell Technologies

    Dollar Tree

    Duke Energy

    Eli Lilly

    ExxonMobil

    FedEx

    Goldman Sachs

    Honeywell

    HP / Hewlett Packard Enterprise

    IBM

    Jewel-Osco (Albertsons)

    JLL

    Johnson & Johnson

    Liberty Mutual

    Lowe's

    Marathon Petroleum

    Marriott International

    Mastercard

    McKesson

    Medline

    MetLife

    PepsiCo

    Pfizer

    Phillips 66

    Progressive

    Southwest Airlines

    Starbucks

    Stryker

    The Home Depot

    Travelers

    Tyson Foods

    U.S. Bancorp

    Valero Energy

    Walmart

    Warner Bros. Discovery

  • 3M

    Allstate

    American Airlines

    American Express

    Applied Materials

    Best Buy

    Boeing

    Capital One

    Cardinal Health

    Cencora

    Charter Communications (Spectrum)

    Chevron

    Comcast

    Cummins

    CVS Health

    Dollar General

    Ford Motor Company

    General Dynamics IT

    Google (Alphabet)

    Humana

    International Paper

    JPMorgan Chase

    Kraft Heinz

    Kroger

    Marsh McLennan

    McDonald's

    Merck & Co.

    Microsoft

    Mondelez

    Nationwide

    PayPal

    Prudential Financial

    Publix

    Southern Company

    State Farm

    Sysco

    Target

    The Hartford

    The Walt Disney Company

    Thermo Fisher Scientific

    Uber

    UNFI

    United Airlines

    UnitedHealth Group (incl. Optum)

    UPS

    US Foods

    Verizon

    Waste Management

    Wells Fargo

Ready to take the next steps?

Book a demo with one of our Financial Technology Consultants to get started!