Blog · Topic
Analytics
6 articles
Sampling vs. census in AI-answer monitoring
How to decide how many runs per prompt are enough — the statistics of collecting AI answers without paying for noise.
Estimating your AI-answer monitoring bill before you spend a credit
A practical model for sizing prompt sets, engine mixes and cadence so you can predict monthly credit usage before your first run.
AI answers resample — why one check is an anecdote
The same prompt can name you today and a competitor tomorrow. Answer variance is the core measurement problem in AI visibility — and the fix is statistical.
An AI visibility report clients and executives actually read
The structure, metrics and chart set for a monthly AI-visibility report — built from monitor API data, readable by non-SEOs.
GEO metrics vs SEO metrics: what maps and what doesn't
Position, CTR and impressions don't survive the move to AI answers. The metric translation table and what's genuinely new.
Measure the traffic AI engines actually send you
AI referral traffic is real but noisy — partial attribution, dark social, no query data. How to measure it properly and connect it to answer monitoring.