الذكاء الاصطناعي والتعلم الآليInsurance

Aclaro — Insurance Vehicle Recommendation Engine

Accelerated insurance underwriting with a Drools-powered vehicle recommendation engine and business-configurable discount rules.

Automated risk assessment

The Challenge

Aclaro needed an intelligent recommendation engine that could evaluate customer campaigns by VIN, recommend service actions, calculate retention discounts dynamically, and optimize offers based on product age, end-of-month timing, and financing status. The business rules changed frequently, requiring a system where non-technical users could modify recommendation logic without code deployments.

نهجنا

Daiviksoft built a JBoss Drools (BRMS) rules engine with REST APIs, enabling business analysts to manage recommendation rules through Excel spreadsheets. The system evaluates customer campaign history against VIN selection criteria, applies multi-factor discount calculations (product age, retention profiles, end-of-month timing, finance status), and routes service queue actions. Multiple rule set versions (v1.0–v4.0) demonstrate iterative refinement of the recommendation logic.

Key Deliverables

VIN-based vehicle selection and recommendation rules (3+ iterative versions)
Dynamic discount calculations: product age, retention, end-of-month, finance discounts
Customer retention profile management
Service action rules and queue management
Excel-based rule configuration for business analyst self-service
JSON REST API for integration with downstream systems
Facts Table evaluation model for complex rule chaining
SAM2 rule sets for advanced scenarios
Iterative rule versioning (v1.0–v4.0)

Results & Impact

Aclaro launched a production recommendation engine where business analysts modify vehicle selection and discount rules through Excel spreadsheets without developer intervention. The Drools-based architecture processes complex multi-factor recommendations in real time, enabling dynamic customer retention offers optimized for each campaign context.

Project Overview

Client

Aclaro

Category

الذكاء الاصطناعي والتعلم الآلي

Industry

Insurance

Key Metrics

Automated risk assessment

Technology Stack

JavaJBoss DroolsREST APIExcel Rules

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