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.
Case Study
Automating Claims Invoice Processing for a Regional Insurance Carrier

team capacity
250 vendors annually
Processing (STP) Rate
The Situation
A long-established regional insurance carrier, with deep roots focused on property insurance lines, was at a pivotal point in its digital transformation journey. The company was committed to modernizing its operations to improve efficiency and remain competitive, but it faced the dual challenge of adapting to new technologies while maintaining operational stability.
The Challenge
The claims department was under significant pressure to deal with more than 8,500 invoices annually from over 250 different vendors. This was a very manual process, with 15+ adjusters spending 20-30% of their time on tedious invoice validation and processing. Invoice details were manually keyed into the claims system by multiple admins. This reliance on human effort not only introduced a high risk of error but also severely limited the team's capacity for higher-value claims work. It created a situation where every end-of-month volume spike, vendor billing guideline issue, or loss of a team member had a direct and negative impact on efficiency. The company needed a way to free up its team, reduce manual risk, and support its strategic workforce planning.
The Solution
To overcome these obstacles, the carrier partnered with Roots to implement an AI agent enabled process that seamlessly integrated with its existing email and claims systems. The solution was designed to handle the entire claims invoice workflow from end to end, with human-in-the-loop oversight only for exceptions. The core components of the solution included:
- AI-Powered Invoice Intake & Data Extraction: Roots' AI agents were deployed to automatically receive and process invoices sent via email, intelligently extracting all necessary key data points for processing.
- Straight-Through Processing (STP): For straightforward single-invoice claims, the AI agents were configured for a high-accuracy STP rate, eliminating the need for any human intervention.
- Workflow-Based Validation: The AI agents were trained to replicate the carrier's exact claims system workflows, ensuring that every extracted value was correctly keyed in, reserves were created, and payments were executed with minimal risk of error.
This transformative approach turned a historically manual, resource-intensive task into a streamlined, automated workflow. The solution not only improved critical metrics but also empowered the carrier's team, allowing adjusters to dedicate their expertise to more complex, value-added claims activities.
The Impact
Working with a Roots AI Agent, the carrier now streamlines their invoice processing achieving:- 97% Straight-Through Processing (STP) rate: eliminating hands on processing for thousands of invoices.
- 85% increase in claims processing capacity: freeing up the team to focus on other priorities.
- 99% data extraction accuracy: creating confidence with the claims team to increase STP processing for the regional property and casualty (P&C) insurer.
- 90% reduction in error rates: higher quality data extracts allowed for improved reserve calculations.
Conclusion
Ultimately, this partnership turned a historically manual process into an efficient, automated workflow. The regional carrier not only improved key metrics like STP rates and processing times but also successfully unlocked a significant portion of its workforce's potential. By freeing adjusters from tedious, repetitive work, the company empowered its subject matter experts to focus on higher-value claims, directly supporting its long-term goals for profitability and strategic growth.
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
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