Author: Chris Han

Voice assistant AI brand visibility runs on a 50-75 word budget that fits one brand. See how Siri, Alexa+ and Gemini Live pick that name, plus a 40-prompt audit protocol.

Agentic commerce visibility runs on five data layers: feeds, marketplaces, reviews, live page reads, checkout protocols. See which layer each AI engine trusts.

We logged 4,480 AI shopping answers: price, specs and ratings get quoted; GTINs never do. Build a product feed for AI shopping on the fields that surface.

Reviews in AI product recommendations hinge less on star average than on your most quotable complaint. Trace the review-to-caveat path, then audit your own.

Ads in ChatGPT render in labeled boxes below the answer, on Free and Go tiers only. See where paid slots appear on every assistant, how to tell them from citations, and how to keep bought impressions out of your visibility metrics.

AI recommends a marketplace over your brand site in 56% of buying answers we tracked across six engines for 60 days. Per-engine data, the four causes, and the five fixes that pulled the link back.

Multilingual AI search visibility fell 55% from English to German across 4,000 AI answers. Why prompt language beats user location — and how to close the gap.

Translated content in AI search rarely wins commercial citations: our 90-day, 7-engine test scored machine, human, hybrid and native pages. See the data and cost math.

Regional AI answer engines cite domestic sources first. We logged 4,900 citations across DeepSeek, Qwen, Naver, Yandex and Le Chat — corpus map, market table, and a 30-day plan.

Local sources AI citations by country: 412,000 answer captures across 12 markets rank the national media, review sites and directories AI actually quotes. Includes a 30-minute audit.