{"id":197063,"date":"2026-05-15T10:57:30","date_gmt":"2026-05-15T15:57:30","guid":{"rendered":"https:\/\/ahrefs.com\/blog\/?p=197063"},"modified":"2026-05-15T10:57:30","modified_gmt":"2026-05-15T15:57:30","slug":"ai-agents-for-seo","status":"publish","type":"post","link":"https:\/\/ahrefs.com\/blog\/ai-agents-for-seo\/","title":{"rendered":"AI Agents for SEO: What They Are, How They Work, and How to Build&nbsp;One"},"content":{"rendered":"<div class=\"intro-txt\">Most SEO teams have tried AI. Not many have tried AI <em>agents<\/em>.<\/div>\n<p>This article covers what AI SEO agents actually do in practice, which tools are worth knowing about, how to build your own, and what the people building them have learned the hard&nbsp;way.<\/p>\n<h2><div class=\"post-nav-link clearfix\" id=\"section1\"><a class=\"subhead-anchor\" data-tip=\"tooltip__copielink\" rel=\"#section1\"><svg width=\"19\" height=\"19\" viewBox=\"0 0 14 14\" style><g fill=\"none\" fill-rule=\"evenodd\"><path d=\"M0 0h14v14H0z\" \/><path d=\"M7.45 9.887l-1.62 1.621c-.92.92-2.418.92-3.338 0a2.364 2.364 0 0 1 0-3.339l1.62-1.62-1.273-1.272-1.62 1.62a4.161 4.161 0 1 0 5.885 5.884l1.62-1.62L7.45 9.886zM5.527 5.135L7.17 3.492c.92-.92 2.418-.92 3.339 0 .92.92.92 2.418 0 3.339L8.866 8.473l1.272 1.273 1.644-1.643A4.161 4.161 0 1 0 5.897 2.22L4.254 3.863l1.272 1.272zm-.66 3.998a.749.749 0 0 1 0-1.06l2.208-2.206a.749.749 0 1 1 1.06 1.06L5.928 9.133a.75.75 0 0 1-1.061 0z\" style \/><\/g><\/svg><\/a><div class=\"link-text\" data-anchor=\"What is an AI SEO agent?\" data-section=\"definition\">What is an AI SEO&nbsp;agent?<\/div><\/div><\/h2>\n<p>An AI SEO agent is software that actually <em>does<\/em> the SEO work, as opposed to just describing it.<\/p>\n<p>Plug an SEO agent into your live search data and it\u2019ll work through the whole task on its own\u2014pulling what it needs, deciding what to do next, and coming back when it\u2019s&nbsp;done.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"990\" class=\"wp-image-197080\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-content-gap-tool-showing-keywo.png\" alt=\"A screenshot of a &quot;Content Gap&quot; tool showing keyword data, ranking information, and competitor analysis, with new UI feature notes.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-content-gap-tool-showing-keywo.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-content-gap-tool-showing-keywo-680x329.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-content-gap-tool-showing-keywo-768x371.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-content-gap-tool-showing-keywo-1536x743.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>Scrapbook \u2014a tool I built using<a href=\"https:\/\/ahrefs.com\/agent-a\"> Agent A<\/a>, Ahrefs\u2019 new AI agent platform\u2014does exactly this.<\/p>\n<p>At 6am every Monday, it scans for competitor gap keywords and gives me new ideas for content I can immediately go away and \u201cvibe&nbsp;write.\u201d<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"943\" class=\"wp-image-197081\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-topic-research-tool-in-a-scra.png\" alt=\"A screenshot of a &quot;Topic research&quot; tool in a &quot;scrapbook&quot; application, showing a &quot;Content Gap&quot; analysis.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-topic-research-tool-in-a-scra.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-topic-research-tool-in-a-scra-680x313.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-topic-research-tool-in-a-scra-768x354.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-topic-research-tool-in-a-scra-1536x707.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>SEO is a particularly good fit for AI agents because most of the work is sequential.<\/p>\n<p>Keyword research informs your content brief.<\/p>\n<p>Competitor gaps shape your outline.<\/p>\n<p>A technical audit tells you what to fix before you publish.<\/p>\n<p>Each step feeds the next, which is exactly what an agent is built to handle.<\/p>\n<p>A couple of things worth knowing: SEO agents don\u2019t need to be fully autonomous. Most good ones have human approval steps built&nbsp;in.<\/p>\n<p>They don\u2019t always need <a href=\"https:\/\/ahrefs.com\/blog\/claude-skills\/\">skill files<\/a> to function either, though for complex tasks, skills are the difference between knowing <em>what<\/em> to do and knowing <em>how<\/em> <em>you\u2019d<\/em> want it&nbsp;done.<\/p>\n<div class=\"recommendation\"><div class=\"recommendation-title\">Agent, platform, skill: what\u2019s the difference?<\/div><div class=\"recommendation-content\">\n<p>Before we dive in, there a three distinctions you need to know to save us all some confusion later:<\/p>\n<ol>\n<li><strong>Agent platforms<\/strong>: The underlying systems you build on. Things like Agent A, Claude Code, or Gumloop.<\/li>\n<li><strong>The SEO AI agent itself<\/strong>: The configured workflows you build to carry out a specific job\u2014e.g.\u201cMy content brief agent\u201d or \u201cMy technical audit&nbsp;agent\u201d.<\/li>\n<li><strong>Skills, prompts, and data connections<\/strong>: The components that go into the agent and shape what it can&nbsp;do.<\/li>\n<\/ol>\n<p>So Agent A is the platform. The thing you build <em>inside<\/em> Agent A\u2014say, a content brief generator that pulls keywords from Ahrefs, checks SERPs, drafts an outline, and posts it to Notion\u2014that\u2019s the SEO AI agent itself.<\/p>\n<\/div><\/div>\n<h2><a id=\"post-197063-_10tnl7rpcc58\"><\/a><div class=\"post-nav-link clearfix\" id=\"section1\"><a class=\"subhead-anchor\" data-tip=\"tooltip__copielink\" rel=\"#section1\"><svg width=\"19\" height=\"19\" viewBox=\"0 0 14 14\" style><g fill=\"none\" fill-rule=\"evenodd\"><path d=\"M0 0h14v14H0z\" \/><path d=\"M7.45 9.887l-1.62 1.621c-.92.92-2.418.92-3.338 0a2.364 2.364 0 0 1 0-3.339l1.62-1.62-1.273-1.272-1.62 1.62a4.161 4.161 0 1 0 5.885 5.884l1.62-1.62L7.45 9.886zM5.527 5.135L7.17 3.492c.92-.92 2.418-.92 3.339 0 .92.92.92 2.418 0 3.339L8.866 8.473l1.272 1.273 1.644-1.643A4.161 4.161 0 1 0 5.897 2.22L4.254 3.863l1.272 1.272zm-.66 3.998a.749.749 0 0 1 0-1.06l2.208-2.206a.749.749 0 1 1 1.06 1.06L5.928 9.133a.75.75 0 0 1-1.061 0z\" style \/><\/g><\/svg><\/a><div class=\"link-text\" data-anchor=\"What SEO agents can do\" data-section=\"what-agents-do\"> What SEO agents can&nbsp;do&nbsp;<\/div><\/div><\/h2>\n<p>SEO agents are most useful for work that is high-volume, sequential, and data-dependent.<\/p>\n<p>Five categories cover most of what teams use them&nbsp;for.<\/p>\n<h3><a id=\"post-197063-_eswm9hm1q75n\"><\/a>1. Keyword research and clustering<\/h3>\n<p>Manual keyword research is slow: pulling seed terms, expanding them, clustering by parent topic, scoring by difficulty and traffic potential, sorting by search intent.<\/p>\n<p>Done well, it takes hours. An agent connected to live SEO data completes the same workflow in minutes.<\/p>\n<p>A well-configured SEO agent&nbsp;can:<\/p>\n<ul>\n<li>Take a seed topic and pull matching keywords from Ahrefs\u2019 database<\/li>\n<li>Identify long-tail variations, question formats, and related terms<\/li>\n<li>Cluster by parent topic, so each cluster maps to one article<\/li>\n<li>Score by your thresholds (KD, traffic potential, intent)<\/li>\n<li>Return a prioritized brief with suggested titles and angles<\/li>\n<\/ul>\n<p>That same agent can then cross-reference your existing content against the output to flag gaps, and pull the top-ranking competitor pages for each cluster to surface structural patterns you\u2019re missing.<\/p>\n<p>My colleague <a href=\"https:\/\/pl.linkedin.com\/in\/mateusz-makosiewicz\">Mateusz Makosiewicz<\/a> built exactly this with a single multi-step prompt in <a href=\"https:\/\/ahrefs.com\/agent-a\">Agent A<\/a>.<\/p>\n<div id=\"attachment_197082\" style=\"width: 1773px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-197082\" class=\"wp-image-197082\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/agent-a-keyword-research-whiteboard-1.jpeg\" alt=\"Agent A keyword research whiteboard\" width=\"1763\" height=\"997\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/agent-a-keyword-research-whiteboard-1.jpeg 1763w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/agent-a-keyword-research-whiteboard-1-680x385.jpeg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/agent-a-keyword-research-whiteboard-1-768x434.jpeg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/agent-a-keyword-research-whiteboard-1-1536x869.jpeg 1536w\" sizes=\"auto, (max-width: 1763px) 100vw, 1763px\"><p id=\"caption-attachment-197082\" class=\"wp-caption-text\">Agent A running keyword research\u2014clusters, difficulty, traffic potential from the Ahrefs dataset. Source: <a href=\"https:\/\/ahrefs.com\/blog\/ai-keyword-research\/\">AI Keyword Research: How It Works and 9 Prompts to&nbsp;Start&nbsp;<\/a><\/p><\/div>\n<h3><a id=\"post-197063-_4v936ts7d7oy\"><\/a>2. Content optimization and scoring<\/h3>\n<p>Content optimization agents work in two directions: improving new content before it publishes, and surfacing opportunities in existing content after the&nbsp;fact.<\/p>\n<p>An agent running across your full content library could also feasibly find pages with declining traffic, compare them against current top-ranking pages for their target keywords, and produce a prioritized refresh list with specific gaps to address.<\/p>\n<p>Our Director of Content, <a href=\"https:\/\/ahrefs.com\/blog\/author\/ryan-law\/\">Ryan<\/a>, built exactly this for our blog team to help us find quick opportunities to <a href=\"https:\/\/ahrefs.com\/blog\/republishing-content\/\">update posts<\/a>. It\u2019s now an app that every <a href=\"https:\/\/ahrefs.com\/agent-a\">Agent A<\/a> user can access.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1205\" height=\"1337\" class=\"wp-image-197083\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-dashboard-displaying-blog-freshness-and-update-p.png\" alt=\"A dashboard displaying blog freshness and update priority analyses for ahrefs.com\/blog\/. It shows metrics like article count, age, organic traffic, and a list of top oldest articles needing review.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-dashboard-displaying-blog-freshness-and-update-p.png 1205w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-dashboard-displaying-blog-freshness-and-update-p-383x425.png 383w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-dashboard-displaying-blog-freshness-and-update-p-768x852.png 768w\" sizes=\"auto, (max-width: 1205px) 100vw, 1205px\"><\/p>\n<p>Automated content audits at this scale are one of the strongest ROI cases for SEO agents.<\/p>\n<h3><a id=\"post-197063-_au95ohi5gmpz\"><\/a>3. Technical SEO automation<\/h3>\n<p>Technical SEO is full of repetitive pattern-matching work:<\/p>\n<ul>\n<li>Crawl errors and broken internal links<\/li>\n<li>Missing H1s and duplicate page titles<\/li>\n<li>Slow load times and Core Web Vitals issues<\/li>\n<li>Schema markup gaps and structured data errors<\/li>\n<\/ul>\n<p>Humans are poor at this at scale. The work isn\u2019t necessarily hard, but there\u2019s too much of it to do consistently.<\/p>\n<p>An agent connected to a <a href=\"https:\/\/ahrefs.com\/site-audit\">Site Audit tool<\/a> can run a crawl, compare results against the previous run, spot new issues by severity, and post a digest of what actually needs attention this&nbsp;week.<\/p>\n<p>You get a prioritized list rather than 170 undifferentiated checks.<\/p>\n<p>Recently <a href=\"https:\/\/ahrefs.com\/agent-a\">Agent A<\/a> patched a fix for a member of our Dev&nbsp;team.<\/p>\n<p>Dmytro spotted a broken image issue inside<a href=\"https:\/\/ahrefs.com\/site-audit\"> Ahrefs Site Audit<\/a> and hit \u201cFix with Agent&nbsp;A.\u201d<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1296\" class=\"wp-image-197084\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-site-audit-tool-it-shows-one.png\" alt=\"A screenshot of a &quot;Site Audit&quot; tool. It shows one page, &quot;Launch Checklist&quot;, with a broken image (404 error).\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-site-audit-tool-it-shows-one.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-site-audit-tool-it-shows-one-672x425.png 672w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-site-audit-tool-it-shows-one-260x166.png 260w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-site-audit-tool-it-shows-one-768x486.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-site-audit-tool-it-shows-one-1536x972.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>He gave the agent temporary access to the site\u2019s GitHub repo, and it opened a pull request with a code&nbsp;fix.<\/p>\n<p>After he merged it, the agent ran a fresh crawl to confirm the issue was resolved.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1496\" height=\"734\" class=\"wp-image-197085\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-showing-a-successful-fix-of-broken-im.png\" alt=\"A screenshot showing a successful fix of broken image links. Before the fix, 1 page had broken images and 1 broken link; after &quot;crawl 4&quot;, both counts are 0. The crawl finished on &quot;2026-05-06T13:13:30Z&quot;, scanning 46 pages with 0 hits on the &quot;Page has broken image&quot; filter. The Ahrefs Site Audit issue &quot;34412dfa-feb0-11e8-a306-001e67ed4657&quot; for project &quot;9771932&quot; is resolved. Someone replied, &quot;well done!&quot;\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-showing-a-successful-fix-of-broken-im.png 1496w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-showing-a-successful-fix-of-broken-im-680x334.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-showing-a-successful-fix-of-broken-im-768x377.png 768w\" sizes=\"auto, (max-width: 1496px) 100vw, 1496px\"><\/p>\n<p>Everything that happened between Dmytro spotting the issue and approving the PR is extra work that he no longer had to&nbsp;do.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1810\" height=\"962\" class=\"wp-image-197086\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-social-media-post-from-dmytro-ab.jpg\" alt=\"A screenshot of a social media post from Dmytro about an SA team's new &quot;Fix with Agent A&quot; button.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-social-media-post-from-dmytro-ab.jpg 1810w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-social-media-post-from-dmytro-ab-680x361.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-social-media-post-from-dmytro-ab-768x408.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-social-media-post-from-dmytro-ab-1536x816.jpg 1536w\" sizes=\"auto, (max-width: 1810px) 100vw, 1810px\"><\/p>\n<h3><a id=\"post-197063-_d2yi43phguch\"><\/a>4. Internal linking at&nbsp;scale<\/h3>\n<p>Internal linking is one of the highest-impact and most-neglected SEO activities. The reason is simple: doing it well is tedious.<\/p>\n<p>An agent&nbsp;can:<\/p>\n<ul>\n<li>Crawl a content library and map topical relationships between pages<\/li>\n<li>Identify where a new article should link out and where it should receive links from existing pages<\/li>\n<li>Generate specific link opportunities with suggested anchor text<\/li>\n<li>Flag over-optimized anchors and uneven link equity distribution<\/li>\n<\/ul>\n<p>Run as part of a publishing workflow, every new article gets an internal linking brief before it goes live. Run against the existing library, it surfaces a backlog of missed opportunities.<\/p>\n<p>Here\u2019s a fairly rudimentary MVP internal linking report I whipped up in Agent A in five minutes.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1211\" class=\"wp-image-197087\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-an-internal-linking-opportunities.jpg\" alt=\"A screenshot of an &quot;Internal Linking Opportunities&quot; dashboard showing 246 open opportunities and detailed linking suggestions.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-an-internal-linking-opportunities.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-an-internal-linking-opportunities-680x402.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-an-internal-linking-opportunities-768x454.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-an-internal-linking-opportunities-1536x908.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<h3><a id=\"post-197063-_bfgdb4mhcwaa\"><\/a>5. Performance tracking and reporting<\/h3>\n<p>Rather than pulling data from Search Console, Ahrefs, and GA4 manually and comparing week over week, an SEO agent can pull together an auto-updating performance dashboard.<\/p>\n<p>As an example, Ryan pulls together our monthly blog report using Agent&nbsp;A.<\/p>\n<p>In April the report overview revealed that the Ahrefs blog has gained 13.4% in organic clicks, hasn\u2019t been negatively impacted by the March Core update, and that the top traffic driver was Ryan\u2019s blog on <a href=\"https:\/\/ahrefs.com\/blog\/how-i-do-content-engineering-with-claude-code\/\">content engineering<\/a>.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"964\" class=\"wp-image-197088\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-monthly-performance-report-for-april-2026-showi.jpg\" alt=\"A monthly performance report for April 2026, showing an increase in organic traffic and specific content performance.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-monthly-performance-report-for-april-2026-showi.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-monthly-performance-report-for-april-2026-showi-680x320.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-monthly-performance-report-for-april-2026-showi-768x362.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-monthly-performance-report-for-april-2026-showi-1536x723.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<h2><a id=\"post-197063-_vvnn7lv4fvcd\"><\/a><div class=\"post-nav-link clearfix\" id=\"section1\"><a class=\"subhead-anchor\" data-tip=\"tooltip__copielink\" rel=\"#section1\"><svg width=\"19\" height=\"19\" viewBox=\"0 0 14 14\" style><g fill=\"none\" fill-rule=\"evenodd\"><path d=\"M0 0h14v14H0z\" \/><path d=\"M7.45 9.887l-1.62 1.621c-.92.92-2.418.92-3.338 0a2.364 2.364 0 0 1 0-3.339l1.62-1.62-1.273-1.272-1.62 1.62a4.161 4.161 0 1 0 5.885 5.884l1.62-1.62L7.45 9.886zM5.527 5.135L7.17 3.492c.92-.92 2.418-.92 3.339 0 .92.92.92 2.418 0 3.339L8.866 8.473l1.272 1.273 1.644-1.643A4.161 4.161 0 1 0 5.897 2.22L4.254 3.863l1.272 1.272zm-.66 3.998a.749.749 0 0 1 0-1.06l2.208-2.206a.749.749 0 1 1 1.06 1.06L5.928 9.133a.75.75 0 0 1-1.061 0z\" style \/><\/g><\/svg><\/a><div class=\"link-text\" data-anchor=\"Three platforms for building SEO AI agents\" data-section=\"three-platforms\"> Three platforms for building SEO AI agents&nbsp;<\/div><\/div><\/h2>\n<p>The \u201cAI SEO agent\u201d label is doing a lot of heavy lifting right&nbsp;now.<\/p>\n<p>It covers everything from a custom GPT someone made on a Sunday afternoon to a system that can crawl your site, open a pull request, and verify its own&nbsp;fix.<\/p>\n<p>Three main platforms cover most of what teams actually use.<\/p>\n\n<table id=\"tablepress-536\" class=\"tablepress tablepress-id-536 tablepress-responsive tablepress-ahrefs-width-720px\">\n<thead>\n<tr class=\"row-1 odd\">\n\t<th class=\"column-1\">Type<\/th><th class=\"column-2\">Best for<\/th><th class=\"column-3\">Why<\/th><th class=\"column-4\">Limitations<\/th><th class=\"column-5\">Example combinations<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"row-2 even\">\n\t<td class=\"column-1\">Chatbot +&nbsp;MCP<\/td><td class=\"column-2\">Building SEO agents with tools you already pay&nbsp;for<\/td><td class=\"column-3\">Low marginal cost, plugs into the chat interface your team already uses, flexible<\/td><td class=\"column-4\">MCP exposes a subset of each provider\u2019s data; runs on your laptop unless you build hosting yourself; no built-in SEO knowledge<\/td><td class=\"column-5\">Claude + <a href=\"https:\/\/claude.com\/connectors\/ahrefs\">Ahrefs MCP<\/a>, ChatGPT + <a href=\"https:\/\/chatgpt.com\/apps\/intercom\/connector_9f3d361ec84b4c6588a7129a2d4e3cb3\">Intercom MCP<\/a><br>\n<\/td>\n<\/tr>\n<tr class=\"row-3 odd\">\n\t<td class=\"column-1\">Third-party agent builder<\/td><td class=\"column-2\">Visual, no-code workflow building across multiple SaaS&nbsp;tools<\/td><td class=\"column-3\">Drag-and-drop interface, broad integration libraries, low technical bar<\/td><td class=\"column-4\">Connectors are usually MCPs underneath, so the data ceiling is the same as bucket 1; LLM-agnostic also means SEO-agnostic<\/td><td class=\"column-5\"><a href=\"https:\/\/www.gumloop.com\/\">Gumloop<\/a><br>\nand <a href=\"https:\/\/n8n.io\/\">n8n<\/a><br>\n<\/td>\n<\/tr>\n<tr class=\"row-4 even\">\n\t<td class=\"column-1\">Purpose-built SEO&nbsp;agent<\/td><td class=\"column-2\">SEO-specific work where depth of data and built-in expertise matter<\/td><td class=\"column-3\">Pre-built marketing skills, full product access beyond MCP, designed for the use&nbsp;case<\/td><td class=\"column-4\">Locked to one provider\u2019s data and worldview; less useful if your workflows aren\u2019t SEO-shaped<\/td><td class=\"column-5\"><a href=\"https:\/\/ahrefs.com\/agent-a\">Agent A<\/a><br>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<!-- #tablepress-536 from cache -->\n<h3><a id=\"post-197063-_yof8j04l34nh\"><\/a>1. Chatbots +&nbsp;MCPs<\/h3>\n<p>This is the most accessible option for building your SEO AI agent, and probably the cheapest, since it layers onto tools you likely already pay&nbsp;for.<\/p>\n<p>Connect a chatbot you already use (ChatGPT, Claude, or Gemini) to live SEO data via an MCP (Modern Context Protocol), and you\u2019re most of the way&nbsp;there.<\/p>\n<p>Ahrefs\u2019 MCP sits in both<a href=\"https:\/\/chatgpt.com\/apps\/ahrefs\/asdk_app_6966958473488191b775fdb667c52eab\"> the official ChatGPT apps directory<\/a> and the<a href=\"https:\/\/claude.com\/connectors\/ahrefs\"> Claude connectors directory<\/a>, so connecting it takes about a minute.<\/p>\n<p>The agentic part kicks in when you give it a multi-step prompt\u2014e.g:<\/p>\n<blockquote><p>Find every post that\u2019s lost more than 30% traffic this quarter, check which keywords each ranked for, and draft refresh briefs for the top&nbsp;five.<\/p><\/blockquote>\n<p>It\u2019ll plan the steps, call the right connectors, and produce an output.<\/p>\n<div class=\"sidenote\"><div class=\"sidenote-title\">Sidenote.<\/div>Some chatbots also have a dedicated<a href=\"https:\/\/openai.com\/index\/introducing-chatgpt-agent\/\"> agent mode<\/a> for longer, more autonomous workflows.<\/div>\n<p>Unlike a purpose-built AI agent, a chatbot doesn\u2019t know what a good refresh brief looks like, or how you define \u201cdeclining\u201d\u2014that has to come from your prompts and skill&nbsp;files.<\/p>\n<p>They take time to create, but the upside is you get a workflow tailored precisely to how your team works at the end of&nbsp;it.<\/p>\n<p>For instance, Ryan used Claude Code with an MCP to build the first iteration of a <a href=\"https:\/\/ahrefs.com\/blog\/how-i-do-content-engineering-with-claude-code\/\">content engineering system<\/a> that takes a keyword to a publish-ready draft in around twelve minutes.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1635\" class=\"wp-image-197089\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-table-outlining-content-creation-skills-and-c.png\" alt=\"A table outlining &quot;Content Creation Skills&quot; and &quot;Content Update Skills,&quot; detailing purpose, input, and output for each skill.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-table-outlining-content-creation-skills-and-c.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-table-outlining-content-creation-skills-and-c-532x425.png 532w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-table-outlining-content-creation-skills-and-c-768x613.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-table-outlining-content-creation-skills-and-c-1536x1226.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>One thing to bear in mind is that MCPs only give you access to a <em>subset<\/em> of an SEO tool\u2019s data (e.g. the public API surface), not everything you\u2019d see inside the product.<\/p>\n<p>There\u2019s also the question of where the agent actually runs.<\/p>\n<p>An SEO agent built locally in something like Claude Code runs on your laptop. Close the lid and the agent stops, which makes it less suited to background jobs like scheduled reporting.<\/p>\n<p>This doesn\u2019t happen with cloud-based SEO agent platforms like <a href=\"https:\/\/www.gumloop.com\/\">Gumloop<\/a> or <a href=\"https:\/\/ahrefs.com\/agent-a\">Agent A<\/a>.<\/p>\n<h3><a id=\"post-197063-_liyihwyqwumb\"><\/a>2. Third-party agent builder<\/h3>\n<p>The second option is building your SEO agent on top of a third-party AI agent platforms like<a href=\"https:\/\/gumloop.com\/\"> Gumloop<\/a> and<a href=\"https:\/\/n8n.io\/\"> n8n<\/a>.<\/p>\n<div id=\"attachment_197090\" style=\"width: 2058px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-197090\" class=\"wp-image-197090\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-flow-chart-titled-gmail-categorizer-and-respons.png\" alt=\"A flow chart titled &quot;Gmail Categorizer and Response Generator&quot; with nodes for categorizing emails, extracting data, combining text, generating responses, and sending replies.\" width=\"2048\" height=\"1283\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-flow-chart-titled-gmail-categorizer-and-respons.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-flow-chart-titled-gmail-categorizer-and-respons-678x425.png 678w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-flow-chart-titled-gmail-categorizer-and-respons-768x481.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-flow-chart-titled-gmail-categorizer-and-respons-1536x962.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><p id=\"caption-attachment-197090\" class=\"wp-caption-text\">Image from Reddit thread: <a href=\"https:\/\/www.reddit.com\/r\/automation\/comments\/1j59hd3\/i_developed_an_ai_workflow_that_automatically\/\">I developed an AI workflow that automatically responds to emails and saves 6h\/week on Gumloop<\/a><\/p><\/div>\n<p>The main appeal here is the&nbsp;UI.<\/p>\n<p>Instead of writing prompts or code, you connect nodes in a visual workflow editor, drag and drop the steps you want, and wire up the logic without touching a terminal.<\/p>\n<p>If the chatbot + MCP route sounds too technical, this is a safe space for the code-phobes (like&nbsp;me).<\/p>\n<p>The tradeoff is that a nicer interface doesn\u2019t mean deeper access to the underlying data.<\/p>\n<p>Most of these platforms connect to tools via the same MCPs you\u2019d use yourself, so the data ceiling is identical to option one.<\/p>\n<p>Whatever SEO providers expose via their public API is what you have to work&nbsp;with.<\/p>\n<p>You\u2019re not getting anything the MCP doesn\u2019t already surface.<\/p>\n<p>The same goes for SEO expertise.<\/p>\n<p>These platforms have no opinion on what a good workflow looks like or which metrics actually matter.<\/p>\n<p>Whatever domain knowledge ends up in the agent, you put it there\u2014again\u2014same as option one, just with a more visual way of organizing, and a bigger price&nbsp;tag.<\/p>\n<h3><a id=\"post-197063-_vamm56tll20d\"><\/a>3. Purpose-built AI agent platforms<\/h3>\n<p>Purpose-built AI agent platforms are the third option. The data, integrations, and SEO logic are all wired in already.<\/p>\n<p>This is where<a href=\"https:\/\/ahrefs.com\/agent-a\"> Agent A<\/a> sits. It combines three things:<\/p>\n<p><strong>Switchable AI models:<\/strong> Including Claude Opus 4.7, GPT-5.4 Mini&nbsp;etc.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"942\" height=\"1068\" class=\"wp-image-197091\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-dropdown-menu-showing-a-list-of-ai-models-with-t.png\" alt=\"A dropdown menu showing a list of AI models with their providers and prices per 1 million tokens.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-dropdown-menu-showing-a-list-of-ai-models-with-t.png 942w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-dropdown-menu-showing-a-list-of-ai-models-with-t-375x425.png 375w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-dropdown-menu-showing-a-list-of-ai-models-with-t-768x871.png 768w\" sizes=\"auto, (max-width: 942px) 100vw, 942px\"><\/p>\n<p><strong>Full Ahrefs data access: <\/strong>No limited API\/MCP usage. Everything a power user sees inside the Ahrefs platform.<\/p>\n<p><strong>An app and skills library: <\/strong>Pre-built playbooks for content gap analysis, keyword cannibalization, declining content detection, AI mention gap analysis, and&nbsp;more.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1338\" class=\"wp-image-197092\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-listing-various-skills-or-seo-workf.png\" alt=\"A screenshot listing various &quot;Skills&quot; or SEO workflows powered by Ahrefs data in a grid-like interface.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-listing-various-skills-or-seo-workf.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-listing-various-skills-or-seo-workf-651x425.png 651w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-listing-various-skills-or-seo-workf-768x502.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-listing-various-skills-or-seo-workf-1536x1004.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>Whereas a Chatbot has to be told what to do, how to do it, and even if it has API access, a purpose-built AI agent platform already knows the data structures and conventions before you&nbsp;ask.<\/p>\n<p>SEO agents created in purpose-built environments can also connect to the tools you\u2019re probably already using.<\/p>\n<p>For instance, in Agent A, we let you hook your agent up to WordPress, <a href=\"https:\/\/firehose.com\/\">Firehose<\/a>, Slack, GitHub, HubSpot, Notion, Linear, and Stripe, so you\u2019re not just developing your SEO strategy in a bubble.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1591\" class=\"wp-image-197093\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-connectors-page-listing-integ.png\" alt=\"A screenshot of a &quot;Connectors&quot; page, listing integrations like Airtable, Apify, Fathom, Github, Hubspot, and Slack.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-connectors-page-listing-integ.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-connectors-page-listing-integ-547x425.png 547w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-connectors-page-listing-integ-768x597.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/a-screenshot-of-a-connectors-page-listing-integ-1536x1193.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>The tradeoff is that you\u2019re working within someone else\u2019s framework, and you don\u2019t have the kind of control that comes with building something yourself from scratch.<\/p>\n<h2><a id=\"post-197063-_1ivy74tzb5mg\"><\/a><div class=\"post-nav-link clearfix\" id=\"section1\"><a class=\"subhead-anchor\" data-tip=\"tooltip__copielink\" rel=\"#section1\"><svg width=\"19\" height=\"19\" viewBox=\"0 0 14 14\" style><g fill=\"none\" fill-rule=\"evenodd\"><path d=\"M0 0h14v14H0z\" \/><path d=\"M7.45 9.887l-1.62 1.621c-.92.92-2.418.92-3.338 0a2.364 2.364 0 0 1 0-3.339l1.62-1.62-1.273-1.272-1.62 1.62a4.161 4.161 0 1 0 5.885 5.884l1.62-1.62L7.45 9.886zM5.527 5.135L7.17 3.492c.92-.92 2.418-.92 3.339 0 .92.92.92 2.418 0 3.339L8.866 8.473l1.272 1.273 1.644-1.643A4.161 4.161 0 1 0 5.897 2.22L4.254 3.863l1.272 1.272zm-.66 3.998a.749.749 0 0 1 0-1.06l2.208-2.206a.749.749 0 1 1 1.06 1.06L5.928 9.133a.75.75 0 0 1-1.061 0z\" style \/><\/g><\/svg><\/a><div class=\"link-text\" data-anchor=\"How to build your own SEO AI agent\" data-section=\"build-your\"> How to build your own SEO AI&nbsp;agent&nbsp;<\/div><\/div><\/h2>\n<p>Building a useful SEO agent is less technical than you might think. It\u2019s actually more about process. Here are some best practices for building your own SEO AI&nbsp;agent.<\/p>\n<h3><a id=\"post-197063-_mbwomk1u33wz\"><\/a>Start with one workflow<\/h3>\n<p>The single most expensive mistake when building SEO agents is trying to automate everything at once\u2014the full content pipeline, the technical audit, the reporting, all at the same&nbsp;time.<\/p>\n<p><a href=\"https:\/\/sg.linkedin.com\/in\/huai-en-constance-tan\">Constance Tan<\/a>, who works on marketing at Ahrefs, made this mistake early&nbsp;on:<\/p>\n<blockquote class=\"small\"><div class=\"quote-content\">\u201cI once spent a whole week using AI to plan, build, and debug an application. It took forever. And it still needed improvement. So I had to wait a whole week to use my somewhat usable thing.\u201d<\/div><div class=\"quote-info clearfix\"><div class=\"quote-photo\"><img decoding=\"async\" alt=\"Constance Tan\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2024\/07\/constance-tan.jpeg\"><\/div><div class=\"extra-box\"><span class=\"quote-author\">Constance Tan,<\/span> <span class=\"quote-author-job\">Product Marketer, <a href=\"sg.linkedin.com\/in\/huai-en-constance-tan\" target=\"_blank\">Ahrefs<\/a><\/span><\/div><\/div><\/blockquote>\n<p>Her advice: pick one SEO workflow\u2014your competitor research process, your monthly organic performance report, your internal linking template\u2014automate that first, get it working, then build the next&nbsp;piece.<\/p>\n<p>You get value faster, and when something breaks, you know exactly which stage broke&nbsp;it.<\/p>\n<p>Mateusz from Ahrefs suggests building a rough prototype using cheaper models, testing the idea, then investing in the final version.<\/p>\n<h3><a id=\"post-197063-_dx373yn6ylac\"><\/a>Use skills, not massive prompts<\/h3>\n<p>Anthropic\u2019s <a href=\"https:\/\/github.com\/anthropics\/skills\/blob\/main\/skills\/skill-creator\/SKILL.md\">Complete Guide to Building Skills for Claude<\/a> recommends structuring agent instructions as separate skill files rather than a single long prompt.<\/p>\n<p>This means:<\/p>\n<ul>\n<li>One file per&nbsp;job<\/li>\n<li>Each file is short, specific, and independently maintainable<\/li>\n<li>The keyword research skill gets updated without touching the blog draft&nbsp;skill<\/li>\n<\/ul>\n<p>Skills help to avoid \u201ccontext bloat\u201d (when an LLM\u2019s \u201ccontext window\u201d\u2014the amount of information it can hold at once\u2014gets so full it starts losing track of what matters), because each skill only loads when it\u2019s actually relevant to the&nbsp;task.<\/p>\n<p>Break your workflow into parts and create skills as separate files rather than writing long, compound prompts.<\/p>\n<blockquote class=\"small\"><div class=\"quote-content\">\u201cIt keeps things clearer and helps the AI use the right context more effectively.\u201d<\/div><div class=\"quote-info clearfix\"><div class=\"quote-photo\"><img decoding=\"async\" alt=\"Mateusz Makosiewicz\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2021\/06\/mateusz2-1.png\"><\/div><div class=\"extra-box\"><span class=\"quote-author\">Mateusz Makosiewicz,<\/span> <span class=\"quote-author-job\">SEO &amp; Marketing Educator, <a href=\"https:\/\/www.linkedin.com\/in\/mateusz-makosiewicz\/\" target=\"_blank\">Ahrefs<\/a><\/span><\/div><\/div><\/blockquote>\n<p>Ryan uses <a href=\"https:\/\/github.com\/anthropics\/skills\">Anthropic\u2019s official skill-creator<\/a> to build, review, and iterate his skill&nbsp;files.<\/p>\n<p>You can do the same by installing skill-creator in Claude.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1784\" height=\"1664\" class=\"wp-image-197094\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/screenshot-of-a-skill-creator-tool-description.jpg\" alt=\"Screenshot of a &quot;skill-creator&quot; tool description, detailing its functions for designing, testing, and optimizing skills.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/screenshot-of-a-skill-creator-tool-description.jpg 1784w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/screenshot-of-a-skill-creator-tool-description-456x425.jpg 456w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/screenshot-of-a-skill-creator-tool-description-768x716.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/screenshot-of-a-skill-creator-tool-description-1536x1433.jpg 1536w\" sizes=\"auto, (max-width: 1784px) 100vw, 1784px\"><\/p>\n<p>Then tell Claude what you want your skill to do\u2014say, generate a content brief.<\/p>\n<p>The skill-creator will walk you through the whole process: interviewing you to understand the requirements, drafting the SKILL.md, evaluating the output, and iterating until you are&nbsp;happy.<\/p>\n<p>SQ has written a blog on <a href=\"https:\/\/ahrefs.com\/blog\/claude-skills\/\">creating Claude skills for SEO and marketing<\/a>. It\u2019s well worth a bookmark.<\/p>\n<p><strong><img loading=\"lazy\" decoding=\"async\" width=\"1551\" height=\"2048\" class=\"wp-image-197095\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/anatomy-of-a-skill-guide-explains-skill-md-file-s.png\" alt=\"Anatomy of a Skill guide. Explains SKILL.md file structure with code, descriptions, and a folder hierarchy.\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/anatomy-of-a-skill-guide-explains-skill-md-file-s.png 1551w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/anatomy-of-a-skill-guide-explains-skill-md-file-s-322x425.png 322w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/anatomy-of-a-skill-guide-explains-skill-md-file-s-768x1014.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/anatomy-of-a-skill-guide-explains-skill-md-file-s-1163x1536.png 1163w\" sizes=\"auto, (max-width: 1551px) 100vw, 1551px\"><\/strong><\/p>\n<h3><a id=\"post-197063-_ohjp8xt11x12\"><\/a>Connect to real, verified data<\/h3>\n<p>An agent is only as good as the data it\u2019s working from.<\/p>\n<p>Ask it to \u201cresearch competitors\u201d without saying where to look, and it\u2019ll fill the gaps with whatever sounds plausible.<\/p>\n<p>Invented keyword volumes, fabricated backlink counts, rankings that don\u2019t&nbsp;exist.<\/p>\n<p>Point it at authoritative sources like <a href=\"https:\/\/ahrefs.com\/mcp\/\">Ahrefs<\/a>, <a href=\"https:\/\/github.com\/AminForou\/mcp-gsc\">Search Console<\/a>, or <a href=\"https:\/\/github.com\/isiahw1\/mcp-server-bing-webmaster\">Bing Webmaster Tools <\/a>MCP directly instead.<\/p>\n<p>APIs and MCP connections beat scraping, because the data comes back structured and verifiable.<\/p>\n<p>As <a href=\"https:\/\/sg.linkedin.com\/in\/huai-en-constance-tan\">Constance Tan<\/a> put&nbsp;it:<\/p>\n<blockquote class=\"small\"><div class=\"quote-content\">\u201cThe more you understand the APIs and platforms you work with, the less mistakes you\u2019ll pay&nbsp;for.\u201d<\/div><div class=\"quote-info clearfix\"><div class=\"quote-photo\"><img decoding=\"async\" alt=\"Constance Tan\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2024\/07\/constance-tan.jpeg\"><\/div><div class=\"extra-box\"><span class=\"quote-author\">Constance Tan,<\/span> <span class=\"quote-author-job\">Product Marketer, <a href=\"sg.linkedin.com\/in\/huai-en-constance-tan\" target=\"_blank\">Ahrefs<\/a><\/span><\/div><\/div><\/blockquote>\n<p>In her early projects, she wasted time on builds where the agent invented API parameters that didn\u2019t exist.<\/p>\n<p>Connect to verified sources and provide the actual documentation to the agent explicitly.<\/p>\n<h3><a id=\"post-197063-_alwwyez00gxf\"><\/a>Save what the agent learns<\/h3>\n<p>After any significant SEO build, ask the agent what it learned and save the lessons to a <code>memory.md<\/code> file.<\/p>\n<p>For SEO agents, the lessons compound: which keyword difficulty thresholds actually correlate with rankings for your site, which content formats perform best in your niche, which technical issues your CMS keeps reintroducing.<\/p>\n<p>Future projects will start from that baseline rather than from scratch.<\/p>\n<p>Glen Allsopp, who writes <a href=\"https:\/\/detailed.com\">Detailed.com<\/a> and now for the Ahrefs blog, has the agent create and update an <code>Overview.md<\/code> file for this very reason.<\/p>\n<p>It\u2019s essentially a summary of all his project files and their purpose, which he says helps enormously when starting a new chat with fresh context.<\/p>\n<p>And he also keeps version backups:<\/p>\n<blockquote class=\"small\"><div class=\"quote-content\">\u201cAI makes it really easy to build, but also just as easy to break things. Have some system: local backups, GitHub, whatever you\u2019ll actually use.\u201d<\/div><div class=\"quote-info clearfix\"><div class=\"quote-photo\"><img decoding=\"async\" alt=\"Glen Allsopp\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2025\/10\/ahrefs-glen-allsopp.jpg\"><\/div><div class=\"extra-box\"><span class=\"quote-author\">Glen Allsopp,<\/span> <span class=\"quote-author-job\">Head of Marketing Strategy and Research, <a href=\"https:\/\/www.linkedin.com\/in\/glen-allsopp-63084025\/?originalSubdomain=uk\" target=\"_blank\">Ahrefs<\/a><\/span><\/div><\/div><\/blockquote>\n<h2><a id=\"post-197063-_po060u606o0e\"><\/a>Final thoughts<\/h2>\n<p>SEO AI agents handle work that is systematic, data-heavy, and repetitive. Keyword clustering, technical audit triage, content gap analysis, internal linking, performance monitoring.<\/p>\n<p>Start with the highest-repetition task your team does manually. Document how you do it. Build one skill. Get it working. Then build the&nbsp;next.<\/p>\n<p>The editorial judgment on what to publish, whether the argument holds up, and what the strategic priority is stays with&nbsp;you.<\/p>\n<p>Try <a href=\"https:\/\/ahrefs.com\/agent-a\">Agent A<\/a> free for a full month at ahrefs.com\/agent-a if you have an Ahrefs subscription.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>This article covers what AI SEO agents actually do in practice, which tools are worth knowing about, how to build your own, and what the people building them have learned the hard&nbsp;way. An AI SEO agent is software that actually<span class=\"ellipsis\">\u2026<\/span><\/p>\n<div class=\"read-more\">Read more \u203a<\/div>\n<p><!-- end of .read-more --><\/p>\n","protected":false},"author":197,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"wp_typography_post_enhancements_disabled":false,"footnotes":""},"categories":[469],"tags":[],"coauthors":[464],"class_list":["post-197063","post","type-post","status-publish","format-standard","hentry","category-ai-search","odd"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI Agents for SEO: What They Are, How They Work, and How to Build One<\/title>\n<meta name=\"description\" content=\"An AI SEO agent is software that actually does the SEO work, as opposed to just describing it.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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