How do you test AI responses about your brand across different prompts?

Prompt variation testing is what distinguishes a stable AI narrative from a coincidental phrasing effect. A brand described favorably for one carefully-worded prompt and unfavorably for the same question phrased differently has a weaker narrative than a brand described consistently across many prompt variations. Themes that recur across many prompt variations indicate a stable narrative – the engines have settled on a description. Themes that appear only on specific phrasings indicate the engines are sensitive to prompt cues and the narrative is more contingent. AIQ™ supports this testing structurally; programs that skip it tend to over-react to single bad responses and under-react to stable but milder problems.