Challenge

An IT services organization was validating an agentic AI chatbot designed to replace L1 support tasks. The client needed multi-level test coverage, adversarial robustness, model response accuracy, and comparison across multiple AI models.

Solution

QualityAI implemented a six-level test strategy covering hallucination, bias, adversarial attacks, simulated conversational styles, and environment testing. The team also supported benchmark model comparison using a Gen AI test bench.

Impact

The client achieved 2x faster model feedback, a 40% reduction in repetitive task time, improved answer relevance, early detection of adversarial threats, and multi-level coverage against ground truth.