AI Product Management Case Studies

Real-world AI implementations across Banking, Insurance, Vehicle Manufacturing, NGO operations, Agriculture, Real Estate, and Food Export industries.

30+ Products Launched7 Industries£6M+ Cost Savings95% Success Rate

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AI-Powered Fraud Detection System
Banking & Financial Services

Challenge

Traditional rule-based systems missing 30% of fraudulent transactions

Solution

Implemented real-time ML model with behavioral analytics

Value delivered

Developed product strategy, conducted user research with fraud analysts, coordinated implementation with compliance team

Technology Stack

PythonTensorFlowApache KafkaAWS SageMaker

Key Outcomes

  • 95% fraud detection accuracy (up from 70%)
  • £3.2M annual savings in fraud losses
  • 50% reduction in false positives

Client Testimonial

"The AI fraud detection system has transformed our risk management capabilities while maintaining excellent customer experience."
— Chief Risk Officer, Major Banking Institution
Automated Loan Underwriting Platform
Banking & Financial Services

Challenge

Manual underwriting process taking 7-14 days, limiting business growth

Solution

AI-driven risk assessment with automated decision-making for qualified applications

Value delivered

Managed product ownership, aligned stakeholders, coordinated regulatory compliance

Technology Stack

PythonXGBoostAWS LambdaAPI Gateway

Key Outcomes

  • 75% reduction in processing time
  • 40% increase in loan approvals
  • 99.2% accuracy in risk assessment

Client Testimonial

"The automated underwriting system has revolutionized our lending operations."
— Head of Lending, Regional Bank

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