Author: Chris Han

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.

Brand name transliteration in AI search splits your company into two entities. Detect the split with a 20-minute 3-test audit, then reconnect both names with markup and off-site proof.

AI answers about product support outnumber buying prompts 3-to-1, and 31% carry a wrong instruction. See the 60-day audit data, platform breakdown, and remediation playbook.

AI quotes outdated documentation because old URLs hold more links and age. Run the version pull test, then fix canonicals, banners and sunset headers.

AI visibility in regulated industries turns on hedging, not ranking. A 2,400-prompt test across six engines maps which phrasings make AI refuse to name brands — and how to qualify as the safe citation.

AI wrong compliance claims appeared in 66% of 1,440 tracked answers. See the six error types by engine, the fact block that fixes them, and a 28-day recovery benchmark.