What the public guidance supports
Google Search Central states that existing SEO fundamentals remain relevant for AI Overviews and AI Mode. Supporting pages must be indexed and eligible for Search snippets; no special AI optimization guarantees inclusion.
Amazon Ads describes Sponsored Products and Sponsored Brands prompts as an advertising enhancement using signals that include detail pages, Brand Stores, and campaign data. The brief treats that statement as information about advertising, not a published formula for unpaid shopping recommendations. The primary references are linked in the companion blog.
Questions brands can use in reporting reviews
Ask which outcome is being measured, which report supplies the evidence, what period and attribution window apply, and which other account changes occurred. Label manual assistant checks as observations and retain the prompt and context where practical.
Published agency case studies should be reviewed in their original timeframe and scope. Revenue or PPC outcomes should not be relabeled as AI-discovery results without a separate documented measurement basis.
Read the companion resources
The new audit guide and existing campaign-structure article provide the detailed workflow and definitions. Brands can review the Xrowlix results and services pages for additional context, or use the contact page to discuss their own account. This is an educational editorial announcement, not an endorsement from Amazon or Google.