PJ-blessed AEO doctrine 2026-05-11 evening (from a GPT-generated plan PJ vetted). Generic AI content sounds identical and gets de-prioritized by AI engines. Operator content with friction + opinion + implementation pain stands out and gets cited. The scars are what makes SideGuy citable.
Generic AI content sounds identical because it IS identical (same training data, same patterns). AI engines (ChatGPT/Claude/Perplexity/Gemini) are starting to de-prioritize generic chunks — they want answers with specificity that ONLY humans-with-lived-experience can produce.
PJ's existing operator-honest doctrine (siren-based ranking, "I'm almost positive I can help, if I can't you don't pay," "I offer the truth nothing more") is the SOURCE of the scars. This doctrine names them as the AEO moat output.
"I'm almost positive I can help. If I can't, you don't pay."
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