Prompt
What are the most common mistakes people make with AEO?
Latest observation
Common AEO mistakes usually come from treating it like “SEO, but for AI” instead of optimizing for direct answers, trust, and machine readability. The biggest ones:
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Writing for keywords instead of questions
- People still optimize around search terms, not the actual questions users ask.
- AEO works better when content clearly answers specific queries.
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Hiding the answer
- Buried intros, long lead-ins, and “fluff” make it harder for AI systems to extract the answer.
- Put the direct answer early, then expand.
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Not structuring content clearly
- Missing headings, lists, tables, FAQs, and concise sections.
- Structured content is easier for AI and search engines to understand.
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Ignoring entity clarity
- Brands, products, people, locations, and concepts need to be described consistently.
- If AI can’t confidently identify what something is, it’s less likely to cite it.
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Weak E-E-A-T signals
- No author info, no credentials, no sources, no evidence, no examples.
- AI systems and answer engines prefer trustworthy, verifiable content.
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Creating content that sounds helpful but isn’t actually specific
- Vague advice like “it depends” without giving a practical framework.
- Answer engines favor concrete, actionable responses.
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Forgetting schema and technical markup
- Missing FAQ, HowTo, Article, Product, Organization, and other relevant structured data where appropriate.
- Schema doesn’t guarantee visibility, but it helps machines interpret content.
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Not updating content
- Outdated pages lose trust and relevance.
- AEO rewards current, accurate answers.
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Trying to game AI with over-optimization
- Repeating keywords, stuffing FAQs, or forcing question headers everywhere.
- That can make content worse for users and less credible for AI.
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Measuring only rankings, not answers
- AEO success isn’t just position in SERPs.
- You should also track citations, AI visibility, featured snippets, answer box presence, and referral traffic.
If you want, I can also give you:
- a checklist for avoiding AEO mistakes, or
- a “good vs bad AEO page” example.
Observation history
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How did Obsurfable measure this prompt?
Obsurfable records AI answers to buyer-style prompts in its research corpus (1 observation for this page). Metrics are distributions over observations, not a single static ranking.
Which AI systems does Obsurfable collect answers from?
OpenAI, ChatGPT, Google, Gemini, Google AI Mode, Anthropic, Claude, Perplexity, Grok, DeepSeek, Mistral, Copilot, and Meta AI.