Reserve Calculation Automation for Claims

Let your AI agent review claim files, recommend reserve amounts, and prepare audit-ready justifications—so you can focus on complex decisions.

You spend hours in Guidewire, Excel, and Outlook pulling claim details, checking policy language, and justifying every reserve change. As a claims adjuster, manual reviews and calculations lead to second-guessing, missed policy nuances, and stress during audits.

An AI agent that reviews claim files, calculates reserve amounts, and generates compliance-ready justifications for insurance adjusters.

What this replaces

Review claim files in Guidewire and extract reserve details into Excel
Cross-check policy PDFs for reserve requirements on each claim
Calculate reserve amounts manually using historical data in spreadsheets
Draft justification memos for reserve changes in Word
Email supervisors for compliance sign-off on reserve recommendations

The hidden cost

What this is really costing you

In insurance, claims adjusters often juggle reserve setting using Guidewire, Excel spreadsheets, and email chains. Manually reviewing claim files, referencing policy PDFs, and justifying every reserve adjustment eats up valuable time. Even experienced adjusters risk inconsistencies or compliance gaps when switching between systems. The process is tedious, error-prone, and a drain on skilled staff.

Time wasted

1.9 hrs/week

Every week, burned on work an AI agent handles in minutes.

Money lost

$2,755/year

In salary, missed revenue, and operational drag — annually.

If you keep ignoring it

Ignoring this leads to compliance violations, audit flags, and incorrect reserve levels that can impact financial reporting and regulatory standing.

Cost estimates derived from U.S. Bureau of Labor Statistics occupational wage data and O*NET task analysis.

Return on investment

The math speaks for itself

Today — without agent

1.9 hrs/week

of manual work

$2,755/year/ year

With your AI agent

0.4 hrs/week

agent-handled

$580/year/ year

You save

$2,175/year

every year, reinvested into growing your business

Estimates based on U.S. Bureau of Labor Statistics median salary data and O*NET task importance ratings from worker surveys. Time savings assume 80% automation of eligible task components.

Jobs your agent handles

What this agent does for you

Complete jobs, handled end-to-end — so your team focuses on what matters.

Quick Reserve Recommendation

You ask your agent to review a new claim file and suggest an appropriate reserve amount with supporting details.

Policy Compliance Check

You ask your agent to verify that your proposed reserve aligns with internal guidelines and flag any issues.

Drafting Reserve Change Justification

You ask your agent to generate a written explanation for increasing a reserve, ready for your supervisor’s review.

Benchmarking Against Past Claims

You ask your agent to summarize reserve decisions for similar claims to support your current recommendation.

How to hire your agent

1

Connect your tools

Connect your existing claims management, documentation, and decision support systems.

2

Tell your agent what you need

Type: 'Review this auto claim file and recommend a reserve amount that complies with our policy.'

3

Agent gets it done

Receive a reserve recommendation, compliance check, and a ready-to-file justification report.

You doing it vs. your agent doing it

Read through each claim file and extract relevant details by hand.
Agent summarizes key facts from uploaded documents.
30 min/claim
Manually calculate reserve amounts using policy rules and historical data.
Agent provides a suggested reserve with rationale.
20 min/claim
Cross-check recommendations against corporate and regulatory policies.
Agent flags any compliance issues automatically.
15 min/claim
Write detailed explanations for reserve changes from scratch.
Agent generates a written justification ready for review.
15 min/claim

Agent skill set

What this agent knows how to do

Extract Key Claim Facts

Pulls critical data from Guidewire claim files and organizes it into a structured summary for reserve assessment.

Calculate Suggested Reserves

Analyzes claim details and policy limits to produce a recommended reserve amount, referencing historical claims data.

Validate Policy Compliance

Checks each reserve recommendation against corporate and regulatory guidelines, highlighting any potential compliance issues.

Draft Reserve Justification Reports

Prepares written explanations for reserve changes, ready for inclusion in claim files or audit documentation.

Benchmark Against Historical Claims

Compares current reserve recommendations to similar past claims, providing context for your decisions.

AI Agent FAQ

The agent handles standard and moderately complex claims by extracting facts and referencing policy documents. For highly specialized cases, you may need to supplement its output with your expertise and escalate to senior adjusters.

No, your AI agent provides reserve recommendations and documentation, but you retain full control. Use its structured outputs to support your professional judgment and speed up reviews.

It cross-references your reserve recommendations against internal guidelines and regulatory requirements, flagging any discrepancies for your review. You can check flagged issues before submitting final decisions.

You can upload PDFs, DOCX, and image files from your claims management system. For other formats, convert to PDF or DOCX before uploading for analysis.

All data is encrypted in transit using TLS 1.3 and is never stored after processing. The agent is designed for compliance with industry privacy standards like HIPAA and SOC 2.

Yes, the agent can process claim exports from Guidewire and Duck Creek, extracting relevant details for reserve calculations and justifications.

See how much your team could save with AI

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