Read the full storyBevaya’s AI agents reduced our claims indexing from 5 days to under an hour. The accuracy was better than our most experienced staff on day one.
AI Agent · Claims
Meet your AI Agent for Invoice Payment Processing.
Vendor invoices arrive from defense counsel, IMEs, investigators, restoration vendors, and repair shops. Bevaya reads each one, ties it to the right claim, checks it against the fee agreement, and routes it to the right approver — so invoices get paid in days, not weeks, and leakage gets caught upstream.
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The vendor invoice problem
Vendor invoices are where claims expense leaks —
quietly, daily, at scale.
Every invoice has to be tied to a claim, checked against a fee agreement,
and approved before it can be paid. When that happens by hand, three things go wrong.
Invoices pile up in shared inboxes
They arrive by email, vendor portal, EDI, mail, and PDF upload. Someone has to open each one, figure out the claim, look up the vendor and fee agreement, and route it. The queue is always behind.
Skilled claims time goes to invoice triage, not claim work
Adjusters end up matching invoices to claims and chasing approvals — work they shouldn't do and AP can't do alone, because it needs claim context. Meanwhile claim decisions wait.
Leakage hides in the details
Duplicate billing. Charges outside the fee agreement. Services not authorized on this claim. Hours over authority. Each one is small. Across a book, they add up to millions in LAE leakage.
How your AI Workforce works
From inbox to system of record
Bevaya AI Agents read the work as it arrives, compare it against your guidelines,
recommend the next step, and act, all inside the systems your team already uses.
NUMBER
In production
Team up with Bevaya to achieve extraordinary results
99% straight-through processing and 246% ROI in just 6 months.
Fortune 500 Carrier Property & Casualty
We evaluated six AI vendors. Bevaya was the only one that understood our underwriting workflows from day one — no six-month education period.
Chief Underwriting Officer Specialty Carrier · $2B+ GDP
The confidence scoring changed everything. Our reviewers know exactly which items need attention and which can go straight through. We trust it.
Director of Operations Workers’ Compensation Insurer · 74 NSP
Cut COI turnaround from 24 hours to minutes and saved millions.
Top-5 Broker National
THE ENGINE INSIDE
InsurGPT™ understands invoices
because it understands the claim.
Generic OCR can read an invoice. Generic AI can extract line items. Neither understands what the line items mean
against the claim, the fee agreement, the policy, or the authority structure. InsurGPT™ does — because it was trained on insurance.
Insurance-Trained | Domain
300M+ non-public insurance documents — including invoices, fee agreements, bills, and claim files across every P&C line. The model knows what a defense legal bill looks like and how it differs from an IME charge.
File-Level Validation | Validated
Every invoice is checked against the claim it references, the fee agreement, the dates of service authorized, and prior invoices. Duplicates, sequence gaps, and authority violations surface automatically.
Confidence-Scored | Cited
Every extracted value carries a 0–100 confidence score with a citation back to the exact place on the invoice page. Reviewers see why, not just what — X-Ray Mode makes the source obvious.
24/7 Operation | Always On
Invoices land overnight, on weekends, during CAT season. The Agent processes them when they arrive, not when staff returns to their desk.
Self-Resolving | Autonomous
When a claim number is missing, the Agent triangulates against vendor records, dates of service, claimant names, and prior invoices. When a fee agreement is missing, it pulls from the vendor master. Less reaches the exception queue.
Continuously Learning | Adaptive
Approver corrections feed back into the model. Accuracy compounds. The leakage patterns your team flags today become automatic flags tomorrow.
What It Does
The Invoice Payment Processing AI Agent
How it works
An AI layer that sits on top of your existing stack.
Bevaya orchestrates the tools your team already uses. Your stack stays in place. The intelligence layer over it.
(Outlook)
Bevaya
Intelligence + orchestration layer for insurance workflows
Industries
Claims
Alerts
Alerts
MORE AI AGENTS FOR CLAIMS
Your AI Workforce, across the claims lifecycle
Underwriting Automation Overview
End-to-end automation across the underwriting lifecycle — from submission intake through quote, bind, and renewal.
UnderwritingSubmission Intake
Monitors broker inboxes, classifies submissions, extracts data from ACORDs and supplementals, and populates underwriting systems automatically.
UnderwritingLoss Run Processing
Extracts and normalizes loss data across carriers, identifies trends, and produces structured loss histories ready for underwriting review.
UnderwritingSchedules & SOV Extraction
Reads Statement of Values spreadsheets and property schedules in any format, normalizes the data, and delivers clean structured exposure data.
UnderwritingACORD Form Extraction
Extracts data from all ACORD forms, validates fields against carrier rules, and pushes clean structured data into underwriting systems.
UnderwritingPolicy Renewal Handling
Pulls expiring policy data, refreshes exposures and loss runs, and assembles a complete renewal package for the underwriter.
UnderwritingPolicy to Policy Comparison
Compares expiring and renewal policy terms, flags coverage and limit changes, and surfaces material differences for underwriter review.
UnderwritingClaims Automation Overview
End-to-end automation across the claims lifecycle — from FNOL through investigation, settlement, and payment.
ClaimsFNOL / FROI Setup
Captures first notice of loss and first report of injury details from email, phone, or portal, structures the data, creates the claim file, and assigns it to the right adjuster.
ClaimsClaim to Policy Comparison
Compares loss details against policy terms to surface coverage, exclusions, and obligations before the adjuster makes a call.
ClaimsClaim Indexing
Classifies, indexes, and routes claims documents to the right adjuster or team. Handles hundreds of document categories with up to 99% STP.
ClaimsLegal Demands Identification & Extraction
Reads demand letters and legal correspondence, extracts allegations, damages, and deadlines, and routes them with full context to the claims team.
ClaimsMedical Bill Identification & Extraction
Reads medical bills and provider records, extracts CPT/ICD codes, charges, and dates of service, and links them to the claim for adjuster review.
ClaimsInvoice Payment Processing
Processes vendor and provider invoices against claim files, validates against authorized services, and routes for payment approval automatically.
ClaimsClaim File Summarization
Reads complex claim files and produces role-specific summaries. Key details, timelines, and action items surfaced for the adjuster.
ClaimsPolicy Servicing Automation Overview
End-to-end automation across policy servicing — from endorsements and certificates through billing inquiries and audits.
Policy ServicingEndorsement Processing
Reads endorsement requests, validates against the policy, drafts the change, and routes it for approval and issuance.
Policy ServicingCOI Creation
Generates Certificates of Insurance from policy data, validates additional insured language, and delivers certificates to brokers and insureds automatically.
Policy ServicingPremium Audit Processing
Classifies audit documents, extracts payroll and classification data, populates systems, and requests missing information from policyholders.
Policy ServicingCustom AI Agents
Don't see the AI Agent you need?
Bevaya's platform extends to fit your operation. We can build a custom AI Agent for your specific underwriting workflow — trained on Bevaya's insurance-native AI and integrated with your systems.
Resources & insights
From the field and from the lab

Research
Page stream segmentation with LLMs
How Bevaya Labs approaches a foundational problem in insurance document AI.

Case Study
Workers' comp carrier processes claims 100x faster
How indexing automation delivered 432% ROI in 12 months.

Architecture
Inside the Bevaya platform architecture
How specialized models, HITL controls, and integrations come together in production.
FAQ
Frequently asked questions
Any vendor invoice tied to a claim. The most common are defense legal bills, IME and expert witness invoices, investigator reports with charges, restoration and mitigation invoices, repair shop estimates and final invoices, salvage and storage charges, towing, and BPO/TPA service invoices. The Agent is line-of-business agnostic — Workers' Comp, Auto, Property, GL, Professional, and Specialty all run on the same platform.
Generic AP tools are built for purchase-order-matched vendor invoices on the corporate spend side. Claims invoices don't have POs — they have fee agreements, claim files, and authority structures. The Invoice Payment Processing AI Agent was built for that context. It reads the invoice in the context of the claim, validates against the fee agreement and adjuster authority, and routes based on claim attributes — not just spend categories.
Four ways. (1) Duplicate detection across the full claim file and the book of business. (2) Line-item validation against the fee agreement and rate card. (3) Authority and authorization checks — did the adjuster authorize this work for this claim? (4) Pattern detection — block billing, vague entries, unusual hours, off-scope services. Each gets flagged with a citation back to the source so approvers can act in seconds.
No. It removes the triage, lookup, and matching work — typically 30%+ of skilled claims time — so the team can focus on approval decisions, exceptions, and vendor relationships. Most customers see capacity expand, not headcount shrink.
Production deployment typically takes 8–12 weeks. Most of the work is configuring your vendor master, fee agreements, authority structure, and routing rules. Bevaya manages deployment end to end; your IT team stays focused on its own roadmap.
Yes. Integrations are standard for Guidewire ClaimCenter, Duck Creek, Snapsheet, Origami, Sapiens, Oracle, SAP, NetSuite, and Workday, plus a generic API path for custom systems. The Agent reads from and writes to your systems — you don't replace anything.
Claim Indexing is the upstream gate that ensures every document — including every vendor invoice — lands in the right claim file with the right metadata. Invoice Payment Processing is the downstream Agent that validates, routes, and pays. Most customers deploy indexing first and add Invoice Payment Processing as the second or third Agent. The two share the same claim-file context.
Three numbers. Paid-loss accuracy improvement from catching duplicate billing and out-of-agreement charges. LAE leakage caught upstream — typically a 1–3% recovery that scales with book size. And cycle-time-to-pay reduction, which improves vendor relationships and removes the "where's my payment" administrative tax on your team. For context, a Fortune 500 P&C claims automation deployment with Bevaya delivered 246% ROI in six months.












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