08/10/2026
AI evaluation is becoming broader - and more holistic.
NIST's recently published ARIA Evaluation Planning Manual brings together three testing perspectives: Model Testing, Red Teaming and User Testing to assess AI system trustworthiness.
It reinforces an important shift for Quality Engineering. AI cannot be evaluated only at the model layer. The application, user interaction, risks and real-world behaviour matter too.
At AQM Technologies, we believe this broader evaluation mindset will become increasingly important as enterprises deploy GenAI and agentic systems at scale.
Know more on www.aqmtechnologies.com