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    <title>DEV Community: Sanjay Shankar</title>
    <description>The latest articles on DEV Community by Sanjay Shankar (@sanjay_shankar_5bc7676af0).</description>
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      <title>DEV Community: Sanjay Shankar</title>
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      <title>GEO vs AEO vs Agentic SEO: 3 Critical Differences Explained</title>
      <dc:creator>Sanjay Shankar</dc:creator>
      <pubDate>Wed, 15 Jul 2026 05:31:59 +0000</pubDate>
      <link>https://dev.to/sanjay_shankar_5bc7676af0/geo-vs-aeo-vs-agentic-seo-3-critical-differences-explained-127f</link>
      <guid>https://dev.to/sanjay_shankar_5bc7676af0/geo-vs-aeo-vs-agentic-seo-3-critical-differences-explained-127f</guid>
      <description>&lt;p&gt;&lt;strong&gt;GEO vs AEO vs Agentic SEO are three different answers to three different questions. Understanding GEO vs AEO vs Agentic SEO is essential if you are investing in AI search visibility.&lt;/strong&gt; &lt;br&gt;
Here is what each one actually means and how they work together.&lt;br&gt;
I get some version of this question every couple of weeks now, usually in a LinkedIn DM: "Is agentic SEO just a new name for GEO?" or "Isnt AEO the same thing as what you are calling agentic SEO?"&lt;/p&gt;

&lt;p&gt;No, no, and no. But I understand why people ask. All three terms showed up in the same 18-month window. All three are reactions to AI changing how people search. And marketing content being what it is, a lot of writers use them interchangeably to sound current.&lt;br&gt;
They are not interchangeable. They answer three different questions about three different problems.&lt;/p&gt;

&lt;p&gt;Quick answer:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;GEO (Generative Engine Optimization)&lt;/strong&gt; — will an AI chatbot mention my brand when it answers a question?&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;AEO (Answer Engine Optimization)&lt;/strong&gt; — is my content structured so an answer engine can lift a clean answer out of it?&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Agentic SEO&lt;/strong&gt; — is the whole process of tracking, prioritizing, and fixing all of the above running on autopilot, or am I doing it by hand?&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If you only remember one sentence: GEO and AEO describe what you are optimizing for. Agentic SEO describes how the work gets done.&lt;br&gt;
&lt;a href="https://sanjayshankar.me/geo-vs-aeo-vs-agentic-seo/" rel="noopener noreferrer"&gt;Read the full article on sanjayshankar.me →&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  Understanding GEO vs AEO vs Agentic SEO: Three Different Questions.
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. GEO: Generative Engine Optimization
&lt;/h3&gt;

&lt;p&gt;GEO is about visibility inside generated answers. When someone asks ChatGPT, Gemini, Perplexity, or Googles AI Overviews a question in your space, does your brand get named? Cited? Linked? Or does the answer skip you entirely and cite a competitor?&lt;br&gt;
This is a genuinely new problem, not a rebrand of an old one. A page can rank number one on Google and still never get mentioned in an AI-generated answer. GEO is the practice of earning that mention: being clear, being consistent across the web, and being the source a model already knows.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. AEO: Answer Engine Optimization
&lt;/h3&gt;

&lt;p&gt;AEO is a content structuring discipline. It is about writing so that a featured snippet, a voice assistant, or an AI summary can pull a clean, self-contained answer out of your page without misquoting it.&lt;br&gt;
In practice this means: a direct answer in the first sentence or two of a section, clear H2/H3 headers that match how people phrase the question, FAQ blocks, and schema markup.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Agentic SEO
&lt;/h3&gt;

&lt;p&gt;Agentic SEO is not a content discipline. It is an operating model. It is the practice of using AI agents to run SEO as a continuous loop: monitor, find opportunities, turn them into tasks, execute, measure, repeat. Automatically, instead of waiting for next quarter's audit deck.&lt;/p&gt;




&lt;h2&gt;
  
  
  Comparison Table
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;&lt;/th&gt;
&lt;th&gt;GEO&lt;/th&gt;
&lt;th&gt;AEO&lt;/th&gt;
&lt;th&gt;Agentic SEO&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Core question&lt;/td&gt;
&lt;td&gt;Does AI mention my brand?&lt;/td&gt;
&lt;td&gt;Can AI extract a clean answer?&lt;/td&gt;
&lt;td&gt;Who is doing the ongoing SEO work?&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;What you optimize&lt;/td&gt;
&lt;td&gt;Brand presence in AI answers&lt;/td&gt;
&lt;td&gt;Content structure and schema&lt;/td&gt;
&lt;td&gt;The workflow: monitor, execute, measure&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Where it shows up&lt;/td&gt;
&lt;td&gt;ChatGPT, Perplexity, Gemini&lt;/td&gt;
&lt;td&gt;Featured snippets, AI summaries&lt;/td&gt;
&lt;td&gt;Everywhere above&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Replacement for SEO?&lt;/td&gt;
&lt;td&gt;No — layered on top&lt;/td&gt;
&lt;td&gt;No — layered on top&lt;/td&gt;
&lt;td&gt;No — it executes traditional + GEO + AEO&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;




&lt;h2&gt;
  
  
  Which One Should You Focus On First?
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Start with GEO if&lt;/strong&gt; AI tools never mention your brand for questions you should own.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Start with AEO if&lt;/strong&gt; you rank but keep losing the featured snippet to a competitor.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Start with Agentic SEO if&lt;/strong&gt; you know what needs fixing but nothing ever gets done.&lt;/p&gt;

&lt;p&gt;Full guide with examples and FAQ: &lt;a href="https://sanjayshankar.me/geo-vs-aeo-vs-agentic-seo/" rel="noopener noreferrer"&gt;https://sanjayshankar.me/geo-vs-aeo-vs-agentic-seo/&lt;/a&gt;&lt;/p&gt;

</description>
      <category>geo</category>
      <category>aeo</category>
      <category>agentic</category>
      <category>seo</category>
    </item>
    <item>
      <title>How We Built an AI Agent That Runs Technical SEO Audits Better Than Most Humans</title>
      <dc:creator>Sanjay Shankar</dc:creator>
      <pubDate>Tue, 07 Jul 2026 06:18:46 +0000</pubDate>
      <link>https://dev.to/sanjay_shankar_5bc7676af0/how-we-built-an-ai-agent-that-runs-technical-seo-audits-better-than-most-humans-1d4m</link>
      <guid>https://dev.to/sanjay_shankar_5bc7676af0/how-we-built-an-ai-agent-that-runs-technical-seo-audits-better-than-most-humans-1d4m</guid>
      <description>&lt;p&gt;&lt;strong&gt;Technical SEO audits should be automated. Not because humans are bad at them — because they're too slow.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;A thorough technical audit of a mid-sized site (5,000–10,000 pages) takes a skilled SEO specialist roughly &lt;strong&gt;2–3 days&lt;/strong&gt;. By the time the report is delivered, the crawl data is already a week old. By the time the dev team acts on it, the findings are stale.&lt;/p&gt;

&lt;p&gt;Tools like Screaming Frog and Sitebulb solved the crawling problem, but left the rest of the workflow untouched — downloading reports, analyzing issues, prioritizing fixes, assigning tasks, following up. Each step is manual. Each handoff loses context.&lt;/p&gt;

&lt;p&gt;We built visibility.so's audit agents to solve one specific problem: &lt;strong&gt;close the gap between "here's what's broken" and "it's being fixed."&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://sanjayshankar.me/ai-agent-technical-seo-audits/" rel="noopener noreferrer"&gt;Full article on sanjayshankar.me →&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  The Problem: Audits Don't Scale
&lt;/h2&gt;

&lt;p&gt;Most SEO teams follow a familiar pattern:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Run a desktop crawler — manual trigger, one-time export&lt;/li&gt;
&lt;li&gt;Open the CSV in a spreadsheet&lt;/li&gt;
&lt;li&gt;Manually prioritize issues by severity&lt;/li&gt;
&lt;li&gt;Copy-paste findings into a task tracker&lt;/li&gt;
&lt;li&gt;Assign tasks to developers via Slack or email&lt;/li&gt;
&lt;li&gt;Follow up repeatedly&lt;/li&gt;
&lt;li&gt;Re-crawl a month later to verify fixes&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;That's &lt;strong&gt;7 steps&lt;/strong&gt; for a single audit cycle. Half of them are administrative — not analytical.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Bottleneck&lt;/th&gt;
&lt;th&gt;What It Costs You&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Desktop-only tools&lt;/td&gt;
&lt;td&gt;Can't schedule recurring crawls&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;CSV exports&lt;/td&gt;
&lt;td&gt;Issues sit in files, not in your workflow&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Manual prioritization&lt;/td&gt;
&lt;td&gt;2–4 hours per audit cycle wasted&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;No task integration&lt;/td&gt;
&lt;td&gt;~60% of audit findings never get actioned&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;No dedup across runs&lt;/td&gt;
&lt;td&gt;Same issues reported week after week&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;No automatic follow-up&lt;/td&gt;
&lt;td&gt;No way to verify fixes without re-crawling&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;




&lt;h2&gt;
  
  
  The Architecture: Two Agents, One Pipeline
&lt;/h2&gt;

&lt;p&gt;When you set a domain on any project in visibility.so, the system automatically provisions &lt;strong&gt;two audit agents&lt;/strong&gt;. No configuration needed.&lt;/p&gt;

&lt;h3&gt;
  
  
  Agent 1: On-Page Auditor
&lt;/h3&gt;

&lt;p&gt;Uses a real browser to inspect each page visually. It checks heading structure, meta tags, content quality signals, internal linking, image optimization, and schema markup.&lt;/p&gt;

&lt;h3&gt;
  
  
  Agent 2: Technical SEO Auditor
&lt;/h3&gt;

&lt;p&gt;Focuses on infrastructure-level signals: crawlability, indexing coverage, Core Web Vitals (measured from actual browser render), structured data, performance, and security.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fll0t0b63qurwy3465bw1.webp" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fll0t0b63qurwy3465bw1.webp" alt="Technical SEO Audit Agent" width="800" height="450"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F7ilbvi125cicvu3tg54r.webp" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F7ilbvi125cicvu3tg54r.webp" alt="On-Page and Technical Auditor Architecture" width="800" height="450"&gt;&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  How an Audit Run Works (Step by Step)
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Step 1: Scheduled Trigger
&lt;/h3&gt;

&lt;p&gt;The scheduler wakes the assigned agent and passes context — project, domain, audit type, and existing issues list.&lt;/p&gt;

&lt;h3&gt;
  
  
  Step 2: Browser Access
&lt;/h3&gt;

&lt;p&gt;The agent starts with a full browser session, allowing it to render JavaScript, measure Core Web Vitals, detect lazy-loading issues, and capture screenshots.&lt;/p&gt;

&lt;h3&gt;
  
  
  Step 3: Intelligent Crawling
&lt;/h3&gt;

&lt;p&gt;Prioritized crawl: sitemap first → high-authority pages → canonical URLs → redirect chains. A 10,000-page site takes ~40-50 minutes.&lt;/p&gt;

&lt;h3&gt;
  
  
  Step 4: Issue Detection
&lt;/h3&gt;

&lt;p&gt;Every finding is classified: critical, high, medium, or low — with suggested fixes.&lt;/p&gt;

&lt;h3&gt;
  
  
  Step 5: Dedup
&lt;/h3&gt;

&lt;p&gt;The agent checks existing issues before logging. Same broken link? Already reported. Only &lt;strong&gt;new&lt;/strong&gt; issues surface.&lt;/p&gt;

&lt;h3&gt;
  
  
  Step 6: Automatic Task Creation
&lt;/h3&gt;

&lt;p&gt;Critical and high-severity issues create tasks in the project board with description, fix suggestion, and screenshot evidence.&lt;/p&gt;




&lt;h2&gt;
  
  
  From 3 Days to 47 Minutes
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Time&lt;/th&gt;
&lt;th&gt;Event&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;02:00 UTC&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Scheduler triggers the agent&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;02:05–02:47&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Agent crawls site with real browser&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;02:47&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Agent logs 14 new opportunities&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;02:48&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Agent creates 3 critical tasks&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;08:30&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Team reviews findings&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;09:15&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Dev team picks up first task&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Agent time: &lt;strong&gt;47 minutes&lt;/strong&gt;. Human time: &lt;strong&gt;45 minutes&lt;/strong&gt;. Manual cycle: &lt;strong&gt;~28 hours&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;That's a &lt;strong&gt;96% reduction&lt;/strong&gt; in time-to-action.&lt;/p&gt;




&lt;h2&gt;
  
  
  Comparison
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Capability&lt;/th&gt;
&lt;th&gt;visibility.so&lt;/th&gt;
&lt;th&gt;Desktop Crawler&lt;/th&gt;
&lt;th&gt;Manual&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Recurring schedule&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;JavaScript rendering&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Task creation&lt;/td&gt;
&lt;td&gt;✅ Auto&lt;/td&gt;
&lt;td&gt;❌ CSV&lt;/td&gt;
&lt;td&gt;❌ Manual&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Dedup across weeks&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Time per audit&lt;/td&gt;
&lt;td&gt;~47 min&lt;/td&gt;
&lt;td&gt;~4 hrs&lt;/td&gt;
&lt;td&gt;~2-3 days&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Cost per audit&lt;/td&gt;
&lt;td&gt;Included&lt;/td&gt;
&lt;td&gt;£149/yr&lt;/td&gt;
&lt;td&gt;~$800 billable&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;




&lt;p&gt;&lt;em&gt;This article was originally published on &lt;a href="https://sanjayshankar.me/ai-agent-technical-seo-audits/" rel="noopener noreferrer"&gt;sanjayshankar.me&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

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