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Pete Blackshaw's avatar

Agree AEO needs more discipline, better evidence, and far less vendor mythology. But I don’t think the fundamentals have changed all that much.

Across the major LLMs, the same signals keep showing up: evidence, factual consistency, credible third-party validation, clear owned media, structured claims, expert authority, and content that directly answers real consumer questions. The models are not always as mysterious as the marketplace sometimes makes them sound.

Where I do think the industry risks going off track is when AEO becomes a game of marginal tactics — crawler tricks, Reddit hacks, prompt volume, schema fixes, and endless dashboards — rather than a discipline focused on serving consumers with better, more accurate, more trustworthy answers.

That’s probably my biggest disappointment in the current conversation: not enough focus on consumer utility and industry credibility. AEO shouldn’t just be about showing up. It should be about deserving to show up.

The ad-model question we often discuss/debate makes this even more important. Once answer engines begin blending organic confidence, paid placement, commerce incentives, and platform partnerships, marketers will need to distinguish trust from paid proximity.

So yes, demand more proof. But I’d separate the fundamentals from the frenzy. The fundamentals remain durable (we see this daily in endless audits): be findable, factual, useful, cited, consistent, and easy for machines to understand. Do I sound like a worn-record....or just what the doctor ordered? Happy Fourth! - pete

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