Why AI Testing Matters

🤖 Prevent biased outcomes  📈 Ensure high performance  ✅ Comply with regulations

Define Objectives & KPIs

🏢Identify business goals  📊 Define measurable KPIs  ⚙️ Set AI performance criteria

Data Readiness &   Quality Checks

✅ Check accuracy 🔍 Detect bias 📋 Ensure compliance with  standards

Model Validation &   Evaluation

📊 Measure performance 🔧 Stress test multiple scenarios  🔍 Check explainability

Continuous Monitoring   & Feedback

⏱️ Track AI performance in real time  ⚠️ Detect drift early  🔒 Iterate & improve continuously

 Scale with Governance

👥Define roles  📜 Maintain compliance  🔒 Secure data & AI models