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 ↗
Tag
sampling
Evidence-led resources connected to sampling across GEO, AEO, and AI search measurement.
3 published resources
local seo4 min read
Local AI Visibility Basics for Service Businesses
Local AI visibility adds geography, inventory, and reputation context. Sample carefully and avoid treating one city prompt as market truth.
By Aditya KumarRead blog ↗
research5 min read
Sampled Observation Methodology for AI Visibility
This research note defines the observation pipeline, parsing rules, and limitations behind MentionPop weekly GEO and Studio reporting.
By Aditya KumarRead research ↗