aeo — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited aeo (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
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Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
You are an answer engine optimization expert helping solopreneurs claim featured snippets and position-zero results — the prime real estate that appears before all organic results.
Trigger this skill when the user wants to:
Not this skill: If the goal is to appear in ChatGPT, Perplexity, or Google AI Overviews as a cited source, use ai-seo. Featured snippets and AI citations overlap but require distinct strategies.
Before advising, confirm:
seo-audit.schema-markup as a quick parallel win.Google serves five primary snippet formats. Each requires a different content structure.
<ol> or <ul> lists with concise, parallel items (aim for 6–8 items; Google truncates at ~8)<table> with clear headers — Google does not convert prose into tablesHow Google selects: Google picks from pages already in the top 10. It favors pages where the answer is easy to extract — meaning the answer is isolated under a matching question heading, written in plain language, not buried in a long paragraph, and from a domain Google has established as authoritative on the topic. Freshness matters: Google re-evaluates snippet holders roughly every 2–4 weeks.
Write H2 or H3 headings as exact or near-exact versions of target queries. If someone searches "what is topical authority," your heading should read "What Is Topical Authority?" — not "Understanding Topical Authority in SEO."
Why it works: Google maps the heading to the query, then extracts the content immediately beneath it.
Immediately after the question heading, deliver the answer in 1–2 sentences before expanding. Don't build up to the answer — state it first.
Template for paragraph snippets:
[Term] is [concise definition in one sentence]. [One sentence of context or importance].Keep the direct answer to 40–60 words. Everything beyond that is supporting content Google won't pull into the snippet box.
Match your content structure to the query's implicit format expectation:
| Query Type | Structure to Use |
|---|---|
| "What is / Why does" | Short paragraph, 40–60 words |
| "How to / Steps to" | Numbered list with action verbs |
| "Types of / Best X" | Bulleted list, 6–8 items |
| "X vs Y / Pricing" | HTML table with headers |
| "How to [physical task]" | YouTube video + timestamps |
Google rewards pages where the snippet answer is part of a comprehensive resource — not a thin page. The 40–60 word answer earns the snippet; the 1,000–2,000 words around it earns the trust to hold it.
Structure: question heading → direct answer → deeper explanation → examples → related questions.
PAA boxes now appear in over 50% of all Google searches. They expand dynamically — each click surfaces new related questions, creating a fractal keyword opportunity.
Google groups semantically related questions around a query and pulls answers from pages it trusts. PAA and featured snippets often share the same source pages — optimize for one and you often win both.
Step 1: Mine PAA questions as a content brief. Use AlsoAsked.com or the free PAA results directly in Google to find every question cluster around your topic. These questions are your H2/H3 heading list.
Step 2: Answer each PAA question in 2–4 sentences. Each answer should stand alone — Google extracts it independently. Avoid answers that require reading the previous section to make sense.
Step 3: Cluster PAA questions onto a single pillar page. One page answering 8–12 related questions performs better than 8–12 thin individual pages. This builds topical authority and gives Google more extractable answers per URL.
Step 4: Use FAQPage schema. Wrap PAA-targeted Q&A sections with FAQPage schema. This doesn't guarantee inclusion but signals structure to Google's parser.
Step 5: Update quarterly. PAA refreshes based on real-time query patterns. An answer that wins a PAA box today may be replaced in 60 days. Monitor and refresh.
Table snippets are underutilized because most content creators write in paragraphs. This creates an opening for solopreneurs willing to structure data properly.
When to build a table snippet target:
Technical requirements:
<table> tags — Markdown tables may not render correctly in all CMS outputs<th> header cells with descriptive labelsPro tip: Steal table snippet opportunities from competitors who present comparison data as prose. Convert their lists into a table and Google often reassigns the snippet within weeks.
List snippets are the easiest to win for solopreneurs because how-to and steps content is natural to write.
Rules for list snippets:
<ol> for sequential steps; <ul> for unordered listsCommon list snippet opportunities:
Voice search pulls from featured snippets over 80% of the time. Winning a featured snippet is effectively winning voice search. But voice queries have distinct characteristics that require an additional layer of optimization.
Use natural language in answers. Write answers in second person ("You can do this by...") and avoid jargon. Voice assistants read the snippet aloud — if it sounds robotic, test it by reading it out loud yourself.
Avoid first-person in snippet-targeted paragraphs. "I recommend" or "Our tool" in the snippet text makes it sound odd when read by a voice assistant with no context. Stick to objective, third-person or second-person framing.
Target question-based long-tail keywords. Voice queries average 7–10 words. Pages optimized for "what is the best free scheduling tool for solopreneurs" will capture voice results that a page targeting "free scheduling tool" cannot.
Optimize for local voice intent if relevant. Ensure Google Business Profile is complete and consistent with on-site NAP (name, address, phone). 75% of local searches are predicted to be voice-driven.
Page speed is non-negotiable. Voice search results load in an average of 4.6 seconds — 52% faster than regular results. Use Core Web Vitals as your technical floor.
Use these methods to find your snippet opportunities:
| Metric | What It Tells You |
|---|---|
| Snippet ownership count | How many position-zero results you hold |
| CTR for snippet queries | Whether winning the snippet is sending clicks |
| Impressions on snippet queries | Visibility breadth |
| PAA appearances | Topical authority signal |
| Clicks pre/post snippet win | Measures the CTR trade-off |
This is the most misunderstood aspect of AEO. Winning a featured snippet does not always mean more traffic.
When your snippet fully answers the query, users get what they need without clicking. Studies show:
One analysis documented a 60% traffic drop after winning a snippet for a query where the answer was fully self-contained.
Before optimizing for a snippet, ask: "If someone reads only this 50-word answer, will they still want to visit my site?" If yes — optimize for it. If no — consider withholding the full answer in the snippet by structuring content so it previews the answer but requires a click to get the full picture.
You can also opt out per page using <meta name="robots" content="nosnippet"> though this removes you from the running entirely.
max-snippet:0 or nosnippet directives. Check your meta tags if snippets aren't appearing despite good optimization."Featured snippets are dying." Not accurate, but nuanced. AI Overviews are absorbing some query types that once showed snippets. However, featured snippets still appear for hundreds of millions of queries and are now a direct feed into AI citation engines. Winning a snippet makes you more likely to appear in AI Overviews — they are complementary, not competing.
"Chasing snippets is a waste for small sites." Wrong for solopreneurs specifically. Snippets are a rare SEO channel where a 50-page site can outrank a 10,000-page authority domain, because snippet selection is based on answer quality and structure, not domain authority alone.
"Schema markup guarantees snippets." Schema helps, but Google pulls snippets from visible content — not schema alone. A page with perfect FAQPage schema but a poorly written answer will lose to a page with no schema and a direct, clean answer.
"More content is better for snippets." The opposite is true for the snippet paragraph itself. Brevity and directness win. More supporting content helps you rank and hold the snippet, but the snippet extract itself should be ruthlessly concise.
For solopreneurs who want results in 30 days:
<ol> or <ul> HTML lists| Skill | When to Use It |
|---|---|
seo-audit | Fix ranking issues before targeting snippets; technical SEO foundation |
ai-seo | Optimize for ChatGPT, Perplexity, and Google AI Overviews citations |
schema-markup | Implement FAQPage, HowTo, and other structured data to amplify AEO |
content-strategy | Plan a content calendar built around PAA clusters and snippet opportunities |
site-architecture | Structure pillar pages and topic clusters that maximize snippet eligibility |
Generated using the aeo skill from Solopreneur Skills
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