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2026-05-26 MARKETING☾ PM

Search Is Shifting From Rankings To Recommendations

Marketers are testing terms such as AEO, AI SEO, and GEO to describe the move from traditional ranking signals to AI recommendation engines. The Forbes Agency Council post argues the exact label matters less than the underlying change in how large language models surface content. The source is the March 2026 Council Post at forbes.com.

Teams must stop optimizing only for position and start optimizing for inclusion in AI answers. This changes workflow from keyword density checks to source selection and entity clarity. The result is a new success metric: whether the brand is cited rather than whether it ranks.

Forbes Agency Council members have begun rewriting client content to include explicit entity definitions and first party data that language models can cite. Early campaigns show higher inclusion rates in tools such as Perplexity and ChatGPT Browse.

Step 1: Open your CMS and locate the top five pages that already receive AI referral traffic. Step 2: Add a clearly labeled author box and a one paragraph entity definition using the exact name and credentials. Step 3: Republish and monitor the Citations report inside Google Search Console for new AI referral sources at https://search.google.com/search-console.

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