Insurance Intelligence Prototype

AI-Powered Multi-Brand Insurance Intelligence

A demonstration of how I approach building enterprise data platforms — focused on AI/ML integration, multi-brand analytics, and engineering excellence. Built specifically to showcase my fit for Greenstone.

14+

Brands Tracked

5

AI Modules

3

Countries

97.8%

AI Accuracy

Bernard Adjei-Yeboah

Bernard Adjei-Yeboah

Software Engineer & Technology Lead

Full Stack Engineer & AI Platform Specialist

Sydney, NSW
AI Command Centre — Dashboard

Policies

1.7M

+12.4%

Claims

63.7K

-3.2%

Revenue

$400M

+8.7%

CSAT

94.2%

+1.8%

ReactNext.jsTypeScriptPythonAWSPostgreSQLAI/ML

Module 1

Portfolio Overview

Multi-brand performance across Australia, New Zealand & Canada

Live — Last updated 2 min ago
+12.4%

1,728,650

Total Active Policies

-3.2%

63,710

Claims This Quarter

+8.7%

$400.2M

Quarterly Revenue

+1.8%

94.2%

Customer Satisfaction

Revenue Trend

Monthly revenue by region (AUD millions)

Australia New Zealand Canada

Geographic Split

Policies by operating region

Australia

10 brands — $328.8M revenue

74.2%

1,282,250 active policies

New Zealand

4 brands — $75.1M revenue

19.7%

340,500 active policies

Canada

2 brands — $42.3M revenue

6.1%

105,900 active policies

AU

10

brands

NZ

4

brands

CA

2

brands

Brand Portfolio

Individual brand performance across all metrics

RI

Real Insurance

GeneralAU

Policies

342.1K

Revenue

$89.2M

Claims

12.8K

CSAT

94.1%

AS

Australian Seniors

SeniorsAU

Policies

287.6K

Revenue

$72.4M

Claims

9.9K

CSAT

96.2%

GI

Guardian Insurance

LifeAU

Policies

156.3K

Revenue

$45.1M

Claims

5.4K

CSAT

93.8%

CH

Choosi

ComparisonAU

Policies

198.4K

Revenue

$31.6M

Claims

3.2K

CSAT

91.5%

BP

Buddy Pet Insurance

PetAU

Policies

67.8K

Revenue

$12.8M

Claims

4.6K

CSAT

95.7%

FU

FiftyUp

SeniorsAU

Policies

89.2K

Revenue

$18.4M

Claims

3.1K

CSAT

92.3%

NC

North Cover

GeneralNZ

Policies

124.5K

Revenue

$28.9M

Claims

4.9K

CSAT

94.6%

NS

NZ Seniors

SeniorsNZ

Policies

78.3K

Revenue

$16.2M

Claims

2.9K

CSAT

95.1%

OC

OneChoice

GeneralNZ

Policies

92.1K

Revenue

$21.3M

Claims

3.7K

CSAT

90.8%

SP

SPCA Pet Insurance

PetNZ

Policies

45.6K

Revenue

$8.7M

Claims

3.1K

CSAT

96.4%

KL

Kogan Life Insurance

LifeAU

Policies

134.2K

Revenue

$34.5M

Claims

2.1K

CSAT

89.7%

RP

RSPCA Pet Insurance

PetAU

Policies

52.4K

Revenue

$9.8M

Claims

3.9K

CSAT

97.1%

GD

Guide Dogs Pet Ins.

PetAU

Policies

31.2K

Revenue

$5.9M

Claims

2.2K

CSAT

96.8%

PP

Prime Pet Insurance

PetAU

Policies

28.9K

Revenue

$5.4M

Claims

1.9K

CSAT

95.3%

Revenue by Brand

Quarterly revenue comparison (AUD millions)

Live Activity

Real-time

Claim #CLM-89421 approved for Real Insurance

2 min ago

Fraud alert flagged on Claim #CLM-89418 — $47,200

5 min ago

1,240 new policies issued today across all brands

12 min ago

AI Assistant resolved 94 after-hours queries overnight

1 hr ago

NZ Seniors data pipeline sync completed successfully

1 hr ago

Batch of 312 pet insurance claims processed — Buddy

2 hr ago

Australian Seniors crossed 287,000 active policies

3 hr ago

ML model retrained — fraud detection accuracy now 97.8%

4 hr ago

Module 2

AI Claims Intelligence

Real-time claims analysis, fraud detection & predictive analytics

AI Model v3.2 ActiveAccuracy: 97.8%
Approved

34,200

53.7% of total

In Review

14,800

23.2% of total

AI Processing

8,200

12.9% of total

Escalated

3,710

5.8% of total

Denied

2,800

4.4% of total

Claims by Product Type

Volume and total claim amount by insurance product

Processing Status

63,710 total claims this quarter

Approved53.7%
In Review23.2%
AI Processing12.9%
Escalated5.8%
Denied4.4%

Predictive Forecasting

Actual vs AI-predicted claim volumes

Actual Predicted

AI Automation Rate

Claims processed automatically by AI engine

71.0%

Fraud Detection Alerts

AI-flagged claims requiring investigation — sorted by risk score

5 Active Alerts
Alert IDClaimBrandTypeAmountRiskReasonAction
FRD-4821CLM-89418Guardian InsuranceLife Insurance$47,20094%Inconsistent medical records, policy purchased 3 weeks prior
FRD-4820CLM-89392Real InsuranceHome & Contents$23,80087%Multiple claims from same address in 6 months
FRD-4819CLM-89384OneChoiceMotor Vehicle$12,40076%Accident location inconsistency with GPS data
FRD-4818CLM-89371Australian SeniorsHealth$8,90068%Duplicate submission detected across brands
FRD-4817CLM-89365North CoverHome & Contents$31,50082%Claimed items value significantly above market rate

Module 3

Customer Intelligence Hub

AI-driven segmentation, churn prediction & cross-sell engine

1,728,650

Total Active Customers

Customer Segmentation

Distribution by age group with lifetime value & churn risk

Age 18-30

189K

11.0% of total

LTV$2,840
Churn Risk18.2%

Age 31-45

413K

23.9% of total

LTV$5,120
Churn Risk12.4%

Age 46-60

525K

30.4% of total

LTV$7,680
Churn Risk8.1%

Age 61-75

398K

23.0% of total

LTV$6,240
Churn Risk6.3%

Age 75+

204K

11.8% of total

LTV$4,890
Churn Risk5.7%

Distribution by Region

Segment Profile

LTV, retention & volume by age group

Lifetime Value Retention Rate

Sentiment Trend

78% Positive 17% Neutral 5% Negative

Churn Risk Prediction

AI-identified customers at risk of policy cancellation

5 At Risk

James W.

CUS-184201

Real InsuranceHome & Contents2.1 yrs

No engagement in 90 days, premium increase pending

89%

Critical Risk

Sarah M.

CUS-267403

Australian SeniorsHealth4.3 yrs

Recent claim denied, 2 support complaints

84%

Critical Risk

David L.

CUS-312890

ChoosiMotor Vehicle1.8 yrs

Browsing competitor sites, policy renewal in 14 days

78%

High Risk

Michelle K.

CUS-089421

North CoverContents3.2 yrs

Premium price sensitivity, NZ market competition

74%

High Risk

Robert T.

CUS-421087

FiftyUpLife1.1 yrs

Missed last payment, no auto-renewal set

71%

High Risk

Cross-Sell Recommendations

AI-powered product recommendations across Greenstone brands

James W.

$1,840/yr
Buddy Pet InsurancePetReal InsuranceHome & Contents
92% confidence

Emily R.

$3,200/yr
Australian SeniorsHealthGuardian InsuranceLife Insurance
88% confidence

Mark S.

$680/yr
Real InsuranceHomeRSPCA Pet InsurancePet Insurance
85% confidence

Lisa P.

$420/yr
North CoverContentsNorth CoverTravel Insurance
81% confidence

Tom H.

$2,100/yr
Kogan LifeLifeGuardian InsuranceIncome Protection
79% confidence

Module 4

AI Virtual Assistant

Conversational AI agent for insurance queries, policy comparison & support

Active — 847 sessions now
Total Queries

12,847

this month+24.1%
Resolution Rate

91.4%

first-contact+3.2%
Avg Response Time

1.8s

median-0.4%
User Satisfaction

4.6/5

avg rating+0.3%

Greenstone AI Assistant

Online — Multi-brand knowledge base

Demo Conversation

Hi, I need to compare pet insurance options for my golden retriever. He's 4 years old.

I'd be happy to help you find the right pet insurance for your golden retriever! Based on your dog's age and breed, I can recommend options from three of our brands:

**Buddy Pet Insurance** — Comprehensive Plan

- Annual premium: $68/month

- 80% vet bill coverage

- Includes dental & routine care

- Breed-specific coverage for hip dysplasia

**RSPCA Pet Insurance** — Premium Plan

- Annual premium: $62/month

- 75% vet bill coverage

- Includes alternative therapies

- $100 annual wellness benefit

**Prime Pet Insurance** — Gold Plan

- Annual premium: $55/month

- 70% vet bill coverage

- Includes emergency boarding

- Multi-pet discount available

Would you like me to generate a detailed comparison, or do you have questions about any of these options?

The Buddy plan looks good. Does it cover hereditary conditions? Golden retrievers are prone to cancer.

Great question! Yes, **Buddy Pet Insurance Comprehensive Plan** does cover hereditary and breed-specific conditions, including cancer treatments. Here are the specifics:

- **Cancer coverage**: Up to $25,000 per condition per year

- **Hereditary conditions**: Covered after 30-day waiting period

- **Hip dysplasia**: Covered after 6-month waiting period

- **Ongoing conditions**: Continued coverage with no annual reset

For a 4-year-old golden retriever, this is particularly valuable since the breed has a ~60% lifetime cancer risk. The Buddy plan has one of the highest cancer coverage limits in the Australian market.

Shall I start the application process, or would you like to bundle this with any other insurance products?

Knowledge Base

Policy Information

3,420

Top: "What does my policy cover?"

Claims Process

2,890

Top: "How do I make a claim?"

Billing & Payments

2,140

Top: "When is my next payment due?"

Product Comparison

1,860

Top: "Which plan is best for me?"

Account Management

1,540

Top: "How do I update my details?"

Renewals

997

Top: "How do I renew my policy?"

Weekly Query Volume

Module 5

Data Pipeline Health

Real-time monitoring of data feeds, ETL jobs & system health across all brands

Healthy

12

of 14 pipelines

Warnings

1

degraded performance

Errors

1

requires attention

Avg Quality

98.0%

data quality score

Brand Pipeline Status

Real-time data feed health for each brand

Real Insurance

2 min ago
342,150 recordsQuality: 99.2%120ms

Australian Seniors

3 min ago
287,600 recordsQuality: 98.8%145ms

Guardian Insurance

1 min ago
156,300 recordsQuality: 99.5%98ms

Choosi

5 min ago
198,400 recordsQuality: 97.6%210ms2 errors

Buddy Pet Insurance

1 min ago
67,800 recordsQuality: 99.8%85ms

FiftyUp

12 min ago
89,200 recordsQuality: 94.2%380ms8 errors

North Cover

4 min ago
124,500 recordsQuality: 98.4%165ms1 errors

NZ Seniors

2 min ago
78,300 recordsQuality: 99.1%130ms

OneChoice

6 min ago
92,100 recordsQuality: 98.9%155ms

SPCA Pet Insurance

3 min ago
45,600 recordsQuality: 99.4%110ms

Kogan Life Insurance

47 min ago
134,200 recordsQuality: 89.1%24 errors

RSPCA Pet Insurance

2 min ago
52,400 recordsQuality: 99.6%92ms

Guide Dogs Pet Ins.

1 min ago
31,200 recordsQuality: 99.7%78ms

Prime Pet Insurance

4 min ago
28,900 recordsQuality: 99.3%105ms

Pipeline Throughput

Records processed per hour (today)

Throughput Latency

ETL Job Monitor

Active and recent data transformation jobs

Policy Sync — All Brands

ETL-001 — Started 06:00 AM12m 34s

1.2M records
Progress78%

Claims Data Aggregation

ETL-002 — Started 05:30 AM8m 12s

63.7K records

Customer Profile Enrichment

ETL-003 — Started 05:00 AM22m 48s

1.7M records

Fraud Detection Model Feed

ETL-004 — Started 06:15 AM5m 20s

890K records
Progress45%

NZ Market Data Sync

ETL-005 — Started 04:00 AM15m 06s

340K records

Canada Market Data Sync

ETL-006 — Started 07:00 AM

106K records

Kogan API Recovery

ETL-007 — Started 05:45 AM2m 08s

0 records
Progress12%

AI Model Training Data

ETL-008 — Started 03:00 AM45m 22s

4.2M records

System Alerts

Pipeline alerts and notifications

2 unacknowledged

Kogan Life Insurance API connection timeout — pipeline halted

47 min agoALT-091

FiftyUp data quality dropped below 95% threshold

12 min agoALT-090

Choosi pipeline latency above 200ms — monitoring

5 min agoALT-089

NZ Seniors sync completed — 78,300 records processed

1 hr agoALT-088

Canada data sync scheduled maintenance window approaching

2 hr agoALT-087

About the Developer

Insurance Tech is What I Build

I'm not just a software engineer — I'm someone who understands data-driven business models, customer platforms, and what insurance technology companies actually need.

Bernard Adjei-Yeboah

Bernard Adjei-Yeboah

Software Engineer & Technology Lead

Full Stack & AI Platform Specialist

Sydney, NSW
0410 059 899
ACS Certified Professional

9 Accreditations

Why Greenstone?

I've spent my career building software for complex, regulated industries — not because it's easy, but because it matters. Every system I build directly impacts business operations, customer experience, and data-driven decision making.

When I saw Greenstone's investment in AI and data — from your AI-powered virtual assistants to your multi-brand analytics — I knew this was exactly the kind of engineering challenge I thrive on. Managing 14+ insurance brands across 3 countries requires the kind of scalable, data-driven architecture I specialise in.

I built this entire AI Command Centre prototype to demonstrate not just my technical skills, but my understanding of your business — from claims intelligence and fraud detection to customer cross-sell analytics and data pipeline monitoring. This is what I do.

Projects I've Built

AI Insurance Platform

Data-Driven Analytics

Built this comprehensive AI Command Centre prototype demonstrating multi-brand portfolio management, ML-powered fraud detection, and predictive analytics for Greenstone Financial Services.

Care Scribe

AI Clinical Documentation

Built an AI-powered documentation assistant that reduced clinical note-taking time by 60%. Integrated voice-to-text, structured templates, and smart suggestions.

Care Sync AI

System Integration

Architected a platform connecting 5+ healthcare systems (EMR, billing, scheduling, communications) into a unified ecosystem. Eliminated duplicate entry, enabled real-time sync.

ShiftCompass

Workforce Management

Created intelligent rostering for healthcare staff, reducing scheduling conflicts by 85% through constraint-based optimization.

Technical Skills

Frontend

  • React
  • Next.js
  • TypeScript
  • Tailwind CSS
  • jQuery

Backend

  • Python
  • Node.js
  • PHP
  • REST APIs
  • .NET

Database

  • PostgreSQL
  • MySQL
  • MongoDB
  • Redis

Cloud

  • AWS
  • GCP
  • Docker
  • CI/CD
  • Vercel

What I Value (Matching Greenstone's Culture)

Data-driven decision making
Building scalable, production-ready systems
Cross-functional collaboration
Continuous learning & AI innovation
Taking ownership end-to-end
Clear communication & transparency