The operational practice of testing and measuring a software model's outputs against benchmark datasets, accuracy metrics, and human quality criteria.

A standard software testing procedure that gets elevated into a high-level scientific research discipline in AI proposals, charging corporate clients high consulting fees to run test questions.

• Scientific Research Posture: Making standard software accuracy testing sound like an elite university research project.
• Consulting Retainer Filler: Charging high fees to run a folder of 50 sample test questions against a software tool.
• Kitchen Reality: Like tasting soup to see if it needs salt and calling it "systematic culinary soup evaluation."

Ford v Ferrari (2010s) scene where Carroll Shelby and Ken Miles sit in the hangar reviewing stopwatch lap times and telemetry charts after a track test.

Testing a software model against sample questions and criteria to measure its accuracy and speed.

“Systematic model evaluation guarantees enterprise-grade accuracy prior to live deployment.”

“We ran a series of 100 sample customer questions through our search tool to test its accuracy before launching it to staff.”