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Yes. This test is Global and mostly indexes USA as a result. We run our detailed analysis by locale (e.g., UK/US/DE). Visibility and citations change with market language and inventory.
Technical fixes can move the needle in 3–14 days; authority/citations compound over 4–8 weeks.
Models still ingest Amazon-surfaced results via Google/Bing. Mirror critical claims on D2C to ensure index coverage.
No. Machine-readable improvements (clean markup, specs, FAQs) generally help classic SEO and AI Search together.
Start with Technical Review + seed authoritative explainers/comparisons; use targeted PR to place 3–5 cornerstone citations.
Movement in recommendation position, citation quality, tracked AI-referral traffic/conversions, and SoS trend vs peers.
Yes, models parse alt text, captions, transcripts, and surrounding copy. Ensure assets have descriptive, factual metadata.
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