Skip to content
InsuranceEurope

AI-Assisted Claims Operations Workbench

An internal workbench combined retrieval, summarization, and structured review support to reduce the time analysts spent preparing complex claims files.

Applied AI SolutionsPlatform Engineering
Engagement snapshot

Timeline

10 weeks

Delivery model

Product and platform collaboration

Scope

Internal AI operations tool

Project at a glance

A quick operational view of the engagement, the capability areas involved, and the technical footprint behind the delivery.

Industry

Insurance

Services

Applied AI Solutions, Platform Engineering

Stack

Next.js, Python, PostgreSQL, LLM orchestration

Region

Europe

Challenge

The operating problem

Claims analysts were buried in fragmented case context before they could even begin decision work.

Problem

Analysts were spending significant time reading fragmented case files, internal notes, and supporting documents before they could begin higher-value decision work.

Solution

How the workflow was improved

The workbench combined AI support with human review so analysts could move faster without losing control.

Solution

NAFS built an AI-assisted review workbench that pulled together case data, summarized supporting context, and highlighted missing or inconsistent information while preserving analyst control over decisions.

Outcomes

What changed after delivery

1

Reduced time spent preparing files for analyst review

2

Improved consistency in how supporting information was surfaced

3

Established guardrails and feedback loops for ongoing model refinement

Tech stack
Next.jsPythonPostgreSQLLLM orchestration
Delivery framing

Timeline

10 weeks

Delivery model

Product and platform collaboration

Scope

Internal AI operations tool

Related case studies

TelecomTelecom Systems / Platform Engineering
Regional Telecom Activation Platform

A service activation workflow moved from spreadsheet coordination into a structured internal platform used by operations teams across provisioning stages.

CommerceCommerce Optimization / Platform Engineering
Multi-Store Commerce Modernization

A multi-store commerce business simplified platform operations, improved storefront performance, and reduced the friction created by duplicated workflows.

Want to solve something similar?

If your team is facing a comparable systems problem, we can help frame and deliver the next phase.