aiqorxEstimate review that shows its work
The comparison engine groups line items by room, combines deterministic matching with model-assisted comparison, and records how a match was made. Progress updates keep longer audits understandable.
Insurance / Windows desktop
Complexity, brought into focus.
An offline-first Windows application that brings the operations of a public adjusting firm into one workspace.
Client / ProductNational Adjustment Services, Inc.Our workProduct design · Software engineering
01 / The brief
A product with a purpose.
Public adjusters work across estimates, policies, claim records, correspondence, and reports. NAS Claims Intelligence brings those tasks into one Windows application, with local records available when field connectivity is unreliable.
Built for National Adjustment Services, Inc., the suite connects the claim to the work around it. The interface supports the desk and the field, while the desktop process owns storage, document handling, and connected services.
02 / The challenge
Start with
the real work.
Claims work crosses several kinds of information and several working environments. A useful operational tool has to connect documents, estimates, reporting, and team activity without assuming reliable connectivity everywhere.
03 / The experience
A clearer path
from start to finish.
React and TypeScript run inside an Electron desktop application, backed by local SQLite storage. The Estimate Auditor compares normalized line items and records discrepancies for adjuster review. Cloud AI analysis and live feeds require connectivity; core local workflows are designed for field use.
- 01
Intake
Create the claim and organize supporting records.
- 02
Compare
Normalize estimates and examine discrepancies.
- 03
Investigate
Review policy language and supporting evidence.
- 04
Deliver
Produce reports and correspondence from claim data.
04 / Under the surface
Thoughtful decisions.
Useful details.
The policy stays connected to the claim
Indexed policy text supports search and cited questions. A gap-detection workflow cross-references policy information with the estimate, giving the adjuster a focused set of findings to review.
Field work with a clear connection boundary
Claims and documents live locally in SQLite and the filesystem. API credentials use operating-system protection. AI requests, live disaster feeds, and optional cloud sync require a connection.
A consistent handoff
The reporting library includes 22 templates for claim deliverables, operations, client communication, and other reporting needs. Team roles and activity records help organize responsibility.
05 / Technology
The foundation
behind the product.
Each part of the stack has a job. These are the proposed technologies in the project architecture.
Electron
Windows shell, local files, and desktop integration
React & TypeScript
Module-based application interface
SQLite
Local records and full-text policy search
Claude
Document extraction and assisted analysis
Zustand
Application state across workflows
Supabase
Optional team synchronization
06 / The result
The path to delivery.
A delivered Windows desktop suite for NAS, with local claim operations, connected AI assistance, optional synchronization, and professional reporting in one application.
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