research5 min read
AI Output Variability and Why Sampling Beats Spot Checks
One ChatGPT answer is a data point, not a KPI. Variability is structural—your measurement design should account for it.
By Aditya KumarRead blog ↗
Blog archive · Page 2 of 2
AI visibility field notes.
geo4 min read
Evidence-First GEO and AEO Measurement
The fastest way to waste a GEO budget is to optimize without a fixed observation method. Here is how to build measurement that leaders can trust.
By Aditya KumarRead blog ↗