Latest Articles

A controlled test of how AI answers the most commercially loaded question in residential property. Across all 50 states and DC, AI recommendation concentration varies 26-fold - and AI offers the least choice exactly where consumers already have the fewest options. With an interactive 50-state map, the full methodology and the limitations stated up front.

An AEO consultant sells direction, not execution. Whether that is worth buying depends on which constraint you are actually hiring against - and our crawl of 3,942 pages suggests it is usually the other one. With published rate figures and the five questions to ask before signing.

What a GEO engagement actually changes, bounded by what Google says is possible. Includes the measured research on which content levers move AI visibility, our own first-party data on what separates cited businesses from invisible ones, and the measurement protocol most providers never publish.

Ranked on one test: does the company's stated method actually do anything to a generated AI answer? Most firms selling AI reputation management are still selling suppression, which has no mechanism against an AI answer. Includes our own conflicts of interest, stated up front.

AI reputation management is not ORM with a new label. There is no ranking to change and no page to remove — and neither the platforms nor the courts reliably correct a false AI answer. This guide covers what actually goes wrong, why correction requests fail, and the source-layer work that does move the answer.

Original research: we crawled 3,942 pages across 117 California med spa websites and scored each on 300+ machine-readability signals against citations on seven AI surfaces. Never-cited clinics score 94.1 on crawl accessibility. Cited clinics score 94.6. The real gap is provider transparency, content depth and schema.

Original research: we analyzed 117 California med spas, matched 14,583 referring domains against a 6,119-publication media database, and counted 4,528 AI citations across six platforms. Every clinic with 5+ earned media placements was cited by AI. 39% of clinics with none were never cited at all.

Nine ChatGPT visibility trackers compared on ChatGPT-specific tracking, with pricing verified from official pages: ZeroRank, Profound, Rankscale, Peec, Nightwatch, SE Ranking, Otterly, Scrunch and a free check.

A six-step workflow for monitoring ChatGPT brand mentions: the free manual prompt panel, eligibility checks, tracking tools with verified pricing, GA4 referrals and the response playbook.