{"id":197275,"date":"2026-05-19T05:35:14","date_gmt":"2026-05-19T10:35:14","guid":{"rendered":"https:\/\/ahrefs.com\/blog\/?p=197275"},"modified":"2026-05-19T05:35:14","modified_gmt":"2026-05-19T10:35:14","slug":"agent-a-for-content-marketing","status":"publish","type":"post","link":"https:\/\/ahrefs.com\/blog\/agent-a-for-content-marketing\/","title":{"rendered":"7 Ways to Automate Content Marketing with Agent&nbsp;A"},"content":{"rendered":"<div class=\"intro-txt\">I run the Ahrefs blog team, and each week we use <a href=\"https:\/\/ahrefs.com\/agent-a\">Agent A<\/a> to automate more and more of the tedious parts of our&nbsp;work.<\/div>\n<p>Writing formulaic SEO content, updating old articles, reporting on blog performance, even running complicated performance analyses\u2026 these are all things Agent A does for&nbsp;me.<\/p>\n<p>Here are some of our favorite Agent A use cases for content marketers.<\/p>\n<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 Agent A?\" data-section=\"what-is-agent-a\">\n<h2>What is Agent&nbsp;A?<\/h2>\n<\/div><\/div>\n<p><a href=\"https:\/\/ahrefs.com\/agent-a\">Agent A<\/a> is a marketing agent from Ahrefs\u2014essentially an AI assistant with direct, unrestricted access to the full Ahrefs dataset that can carry out marketing and SEO tasks autonomously, rather than just answer questions.<\/p>\n<p>It\u2019s a workspace where a long-running AI agent builds, runs, and maintains tools <em>for you<\/em>, on infrastructure it controls. It is not just a chatbot you ask questions to. It is closer to a junior engineer who happens to have a deep SEO background, a Postgres database, a Flask server, and access to all the frontier LLMs.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1648\" height=\"1168\" class=\"wp-image-197276\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-1.jpg\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-1.jpg 1648w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-1-600x425.jpg 600w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-1-768x544.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-1-1536x1089.jpg 1536w\" sizes=\"auto, (max-width: 1648px) 100vw, 1648px\"><\/p>\n<p>Here\u2019s how Agent A is different from ChatGPT, Claude Code, or even using the Ahrefs API or&nbsp;MCP:<\/p>\n<ul>\n<li><strong>Unrestricted access to Ahrefs endpoints.<\/strong> Every endpoint we use to build Ahrefs is available to Agent A, including many you can\u2019t access via API or MCP: Keywords Explorer, Site Explorer (101 endpoints alone), Brand Radar, Web Analytics, GSC integration, AI Content Helper, Site Audit, Rank Tracker, Content Explorer, Batch Analysis\u2026 You can even create and update projects <em>in <\/em>Ahrefs just by talking with Agent&nbsp;A.<\/li>\n<li><strong>Serious tech stack underneath.<\/strong> Agent A is like a marketing Swiss army knife, with all the tech and gadgets you need to build applications and reports in the <em>right <\/em>way<em>. <\/em>Not to get too technical, but Agent A knows precisely how to turn your big ideas into Postgres databases, Flask apps, and scheduled cron jobs. It uses webhooks, an OpenRouter LLM proxy with 300+ models, web fetch with full-page parsing, PDF extraction, OCR\u2026<\/li>\n<li><strong>Built-in connections to all your marketing tools. <\/strong>You can use native connectors for Slack, HubSpot, GitHub, Notion, Linear, Mailchimp, Resend, SendGrid, Stripe, Gong, WordPress, Airtable, Reddit, Apify, and even Semrush\u2014in case you want to migrate to Ahrefs&nbsp;\ud83d\ude09<\/li>\n<li><strong>Expert skill and app library.<\/strong> The Ahrefs team (myself included) has contributed pre-built marketing skills and applications that let you automate crucial marketing processes the precise same way an experienced Ahrefs power user&nbsp;would.<\/li>\n<\/ul>\n<p>Here\u2019s how we\u2019re using Agent A to automate content marketing:<\/p>\n<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=\"1. Turn a keyword into a publish-ready draft (with a learning loop)\" data-section=\"turn-a-keyword-into-a-publish-ready-draft-with-a-learning-loop\">\n<h2>1. Create SEO content automatically<\/h2>\n<\/div><\/div>\n<p>I used Agent A to build the <strong>Blog Pipeline<\/strong>, an 11-stage assisted-writing workflow that automates SEO content creation. You enter a target keyword (or better yet, ask Agent A to find one with the built-in \u2018Content Gap Analysis\u2018 skill), and Agent A works sequentially through 11 separate stages to deliver a publish-ready article draft.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1976\" class=\"wp-image-197277\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-2.jpg\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-2.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-2-440x425.jpg 440w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-2-768x741.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-2-1536x1482.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>Agent A works in series through keyword research, SERP analysis, AI Content Helper topic snapshot, bulleted outline, product mentions, drafting, internal linking and citation sourcing, image generation, and formatting for publication. You can see the output at every stage and edit it in-line.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1833\" class=\"wp-image-197278\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-3.jpg\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-3.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-3-475x425.jpg 475w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-3-768x687.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-3-1536x1375.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>I keep tinkering with the Blog Pipeline. My latest additions include:<\/p>\n<ul>\n<li><strong>Vibe editing mode<\/strong>: you can now use a chatbox to give the LLM directional feedback on article outlines and drafts, and it\u2019ll action your changes for you. No more manual editing or copy-pasting. All vibes, all the&nbsp;time!<\/li>\n<li><strong>Custom style guides<\/strong>: upload your own style guide and pick an author profile per article, trained on your own writing samples.<\/li>\n<li><strong>Branded flow diagrams<\/strong>: suggest and generate flow diagrams in your brand styling.<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1520\" height=\"1556\" class=\"wp-image-197279\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-4.png\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-4.png 1520w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-4-415x425.png 415w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-4-768x786.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-4-1500x1536.png 1500w\" sizes=\"auto, (max-width: 1520px) 100vw, 1520px\"><\/p>\n<p><strong>Starter prompt:<\/strong><\/p>\n<blockquote><p><code>Build me an assisted long-form article pipeline. Atomic input is a target keyword. Stages run sequentially as background jobs the UI polls: (1) keyword research via Ahrefs, (2) competitor SERP fetch, (3) AI Content Helper topic snapshot, (4) bulleted outline with mandated topic coverage, (5) data-mention placement, (6) full draft, (7) polish, (8) WordPress shortcode formatting + .docx export. Each stage shows its output, has an \"edit\" textarea, and a \"refine with feedback\" chat that re-runs the stage with my notes. Style guide comes from a per-author voice profile.<\/code><\/p><\/blockquote>\n<div class=\"further-reading\"><div class=\"reading-title\">Further reading<\/div><div class=\"reading-content\">\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=iVZrVeESnFQ\">How to automate blog writing with AI from keyword to published<\/a><\/li>\n<li><a href=\"https:\/\/ahrefs.com\/blog\/how-i-do-content-engineering-with-claude-code\/\">How I Do Content Engineering with Claude Code<\/a><\/li>\n<li><a href=\"https:\/\/ahrefs.com\/blog\/ai-content-wasnt-good-enough-now-it-is\/\">AI Content Wasn\u2019t Good Enough. Now It&nbsp;Is.<\/a><\/li>\n<\/ul>\n<\/div><\/div>\n<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=\"2. Update old articles and fight traffic decline\" data-section=\"refresh-an-old-post-without-rewriting-it-from-scratch\">\n<h2>2. Update old articles and fight traffic decline<\/h2>\n<\/div><\/div>\n<p>We have over 1,000 articles on the Ahrefs blog (including localized versions), and keeping them all up to date is more than a full-time job.<\/p>\n<p>I used Agent A to build an automated updating process:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1509\" class=\"wp-image-197280\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-5.png\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-5.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-5-577x425.png 577w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-5-768x566.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-5-1536x1132.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>Share a published URL, and the pipeline fetches the article, extracts the page content, then runs four diagnostic stages in parallel:<\/p>\n<ul>\n<li><strong>Guidance<\/strong>: you set the scope of the updating process\u2014light refresh vs. full rewrite.<\/li>\n<li><strong>Claims audit: <\/strong>the LLM flags every statistic, study reference, and dated assertion in the post, grades each for staleness, and where needed, finds a replacement URL to reference.<\/li>\n<li><strong>Ahrefs mentions: <\/strong>cross-checks the article against Ahrefs features released since publication and suggests where to drop new&nbsp;ones.<\/li>\n<li><strong>Topic gaps<\/strong>: re-runs the SERP against current top-ranking pages and surfaces topics those pages cover that yours&nbsp;don\u2019t.<\/li>\n<\/ul>\n<p>My favorite feature is the <strong>Preview stage<\/strong>: a side-by-side diff between your current article and the proposed updates, with the option to accept\/reject per change.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1654\" height=\"1524\" class=\"wp-image-197281\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-6.png\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-6.png 1654w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-6-461x425.png 461w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-6-768x708.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-6-1536x1415.png 1536w\" sizes=\"auto, (max-width: 1654px) 100vw, 1654px\"><\/p>\n<p>You\u2019re never staring at an AI-rewritten draft and trying to spot what changed. You see the original on the left, the proposed edit on the right, and you click through them. The Update Pipeline is what makes a monthly \u201crefresh 20 old posts\u201d sprint actually manageable.<\/p>\n<p><strong>Starter prompt:<\/strong><\/p>\n<blockquote><p><code>Build me a blog-post update pipeline. Input: a published URL. Fetch the article. Run five diagnostic stages: (1) Guidance \u2014 I set scope (light refresh vs. full rewrite); (2) Claims Audit \u2014 LLM extracts every stat, study reference, and dated assertion and grades each for staleness with a suggested replacement; (3) Ahrefs Mentions \u2014 cross-check against Ahrefs features released since publication and suggest where to drop new ones; (4) Topic Gaps \u2014 re-run the SERP, surface topics current top-ranking pages cover that mine doesn't; (5) Authoritative Pages \u2014 find linkable sources published since my article. Final stage: side-by-side diff between current article and proposed updates, with accept\/reject per change. Export the accepted version as markdown and WordPress shortcodes.<\/code><\/p><\/blockquote>\n<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=\"3. Automate your monthly reports\" data-section=\"run-a-monthly-performance-review-without-opening-five-tabs\">\n<h2>3. Automate your monthly reports<\/h2>\n<\/div><\/div>\n<p>Every month I share a pretty detailed performance report for the Ahrefs blog. It combines tons of data sources, includes loads of visualisations, and offers a layer of my (theoretically) expert analysis.<\/p>\n<p>The report used to take a full day to create. Now, Agent A generates it for me, automatically, on the 2nd day of each month (to allow time for GSC data to finish collecting).<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1444\" class=\"wp-image-197282\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-7.jpg\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-7.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-7-603x425.jpg 603w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-7-768x542.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-7-1536x1083.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>(This is just dummy data\u2014you can tell by the fact that it\u2019s increasing month-over-month\u2026)<\/p>\n<p>It pulls Google Search Console, Ahrefs Web Analytics, and the GSC dashboard chart together into one view with KPI tiles, 12-month trend chart, subfolder splits, winners-and-losers tables, daily anomaly callouts, and full paginated lists of every SEO and non-SEO post.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2046\" height=\"1838\" class=\"wp-image-197283\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-8.jpg\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-8.jpg 2046w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-8-473x425.jpg 473w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-8-768x690.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-8-1536x1380.jpg 1536w\" sizes=\"auto, (max-width: 2046px) 100vw, 2046px\"><\/p>\n<p>I\u2019ve also included an <strong>editable \u201cmonthly overview\u201d<\/strong> field. The AI doesn\u2019t write the analysis: that\u2019s my job. Instead, it analyses the month\u2019s performance and suggests 6-10 candidate bullet points I can review and cherry-pick into the overview, if they support my analysis.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1812\" class=\"wp-image-197284\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-9.png\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-9.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-9-480x425.png 480w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-9-768x680.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-9-1536x1359.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p><strong>Starter prompt:<\/strong><\/p>\n<blockquote><p><code>Build me a monthly blog performance report. Pull GSC + Ahrefs Web Analytics for the current month. Show KPI tiles, a 12-month trend chart with a migration marker, subfolder split, winners\/losers tables (paginated, 25\/page), daily anomaly callouts, and full paginated tables of every post. At the top, an editable markdown \"monthly overview\" with auto-save. Beside it, an AI panel that takes my cached KPIs + an \"industry context\" textarea I fill with algo-update news and produces 6-10 candidate bullets I can copy. Add a \"publish to public site\" button that snapshots a read-only view.<\/code><\/p><\/blockquote>\n<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=\"4. Analyse your blog\u2019s topical authority\" data-section=\"see-whether-your-blog-is-topically-tight-or-sprawling\">\n<h2>4. Analyse your blog\u2019s topical authority<\/h2>\n<\/div><\/div>\n<p>I\u2019ve always been interested in <a href=\"https:\/\/ahrefs.com\/blog\/topical-authority\/\">topical authority<\/a>: the idea that Google rewards websites that cover their area of expertise in comprehensive detail. We have a huge, sprawling blog, and I wanted to see how our \u201coff-topic\u201d articles performed relative to our core articles.<\/p>\n<p>So Agent A ran the analysis for me. To get a little technical, the <strong>Blog Semantic Audit<\/strong> mapped every URL on our blog into vector space, computed a site centroid, and bucketed pages by their cosine distance into core\/near\/mid\/far.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1697\" class=\"wp-image-197285\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-10.jpg\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-10.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-10-513x425.jpg 513w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-10-768x636.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-10-1536x1273.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>Then it enriched every page with Ahrefs traffic data, so each bucket shows you average organic traffic, referring domains, UR, and keyword coverage. It even grouped related articles together to highlight natural topic clusters.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1926\" height=\"1286\" class=\"wp-image-197286\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-11.jpg\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-11.jpg 1926w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-11-637x425.jpg 637w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-11-768x513.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-11-1536x1026.jpg 1536w\" sizes=\"auto, (max-width: 1926px) 100vw, 1926px\"><\/p>\n<p>The result answers a question I always wanted to answer: <em>\u201cDo my off-topic posts underperform my core posts, and by how much?\u201d<\/em> On our blog, the answer is yes: core pages get roughly 2\u00d7 the traffic of far&nbsp;pages.<\/p>\n<p><strong>Starter prompt:<\/strong><\/p>\n<blockquote><p><code>Run a semantic audit of my blog. Pull every URL from the sitemap, fetch the content, embed each page (mean of passage embeddings) using a 3072-d embedding model. Compute the site centroid and bucket pages by cosine distance to it (core\/near\/mid\/far using mean \u00b1 1\/2\u03c3 \u2014 not quartiles). Enrich each URL with Ahrefs batch analysis (org_traffic, refdomains, UR, keywords). Run k-means with silhouette scan (k=2..12) to find natural topic clusters. Output: bucket histogram, per-bucket Ahrefs averages, cluster summaries with sample URLs, and a verdict on whether the blog is tight or diffuse.<\/code><\/p><\/blockquote>\n<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=\"5. Surface and save competitor content ideas\" data-section=\"surface-and-save-competitor-content-ideas\">\n<h2>5. Surface and save competitor content ideas<\/h2>\n<\/div><\/div>\n<p>I spend a lot of time reviewing competitor blogs and looking for article inspiration. When I asked Agent A to help, it built a tool called <strong>Competitor Feed.<\/strong><\/p>\n<p>Competitor Feed watches a list of competitor blog sitemaps and surfaces new posts each day. Each post is saved with a title, publish date, first-paragraph excerpt, and a one-line LLM summary. I then triage each item as save\/dismiss\/ignore: good ideas get saved into my backlog of content ideas.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1570\" class=\"wp-image-197287\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-12.jpg\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-12.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-12-554x425.jpg 554w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-12-768x589.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-12-1536x1178.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>When you save a post, the app fires an Ahrefs Keywords Explorer pipeline against the title: it extracts a 2-3 word seed topic, fetches keyword suggestions, ranks them by volume and intent, and attaches the results to the saved&nbsp;row.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1335\" class=\"wp-image-197288\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-13.png\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-13.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-13-652x425.png 652w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-13-768x501.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-13-1536x1001.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>So \u201ccompetitor watching\u201d stops being a passive feed and turns into an active keyword pipeline: every interesting competitor post produces a list of keywords <em>we<\/em> could go after on the same&nbsp;topic.<\/p>\n<p><strong>Starter prompt:<\/strong><\/p>\n<blockquote><p><code>Build me a competitor blog watcher. I configure a list of competitor blog sitemap URLs. A daily job diffs each sitemap, fetches new URLs, and for each new post shows title, publish date, first-paragraph excerpt, and a one-line LLM summary of the angle. Triage states: new \/ saved \/ dismissed. When I save a post, run an Ahrefs Keywords Explorer pipeline against the title: extract a 2-3 word seed topic, fetch keyword suggestions, rank by volume and intent, attach results to the saved row. The output is competitor-inspired keyword lists, not a passive reading queue.<\/code><\/p><\/blockquote>\n<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=\"6. Build a personal swipe file of content inspiration\" data-section=\"build-a-personal-swipe-file-of-linkedin-posts-that-worked\">\n<h2>6. Build a personal swipe file of content inspiration<\/h2>\n<\/div><\/div>\n<p>Louise built the <strong>LinkedIn Scrapbook<\/strong>, her own personal swipe file for content inspiration. You install a Chrome extension; while you browse LinkedIn, one click on any post saves it, with full text, author, engagement metrics, and media, into your scrapbook.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1884\" class=\"wp-image-197289\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-14.jpg\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-14.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-14-462x425.jpg 462w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-14-768x707.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-14-1536x1413.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>Scrapbook becomes very interesting when you\u2019ve saved some content, care of all the extra tools Louise added, like:<\/p>\n<ul>\n<li><strong>Trending keywords<\/strong>: this reveals keywords rising in popularity across the posts you\u2019ve saved, so you can spot themes your network is gravitating toward before they hit the SEO&nbsp;press.<\/li>\n<li><strong>Content gap<\/strong>: compares topics in your saved posts against topics you\u2019ve published, with the intent of surfacing \u201cthings you\u2019re consuming but haven\u2019t written about\u201d.<\/li>\n<li><strong>Example finder<\/strong>: when you\u2019re drafting an article and need a relevant example, you can use semantic search across the scrapbook to return relevant content.<\/li>\n<li><strong>Ask your scraps: <\/strong>query your database of saved snippets (with questions like \u201cwhich scraps mention AI Overviews?\u201d).<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1133\" class=\"wp-image-197290\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-15.jpg\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-15.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-15-680x376.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-15-768x425.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-15-1536x850.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p><strong>Starter prompt:<\/strong><\/p>\n<blockquote><p><code>Build me a LinkedIn swipe-file app with a Chrome extension. The extension adds a \"Save to Scrapbook\" button to every LinkedIn post; one click captures post text, author, engagement metrics, and media URLs and POSTs to my Console app. The Console app stores posts in Postgres with full-text search. Build three tools on top of the corpus: (1) Trending Keywords \u2014 extract topic seeds from saved posts, surface rising topics over a rolling window; (2) Content Gap \u2014 diff topics in saved posts against topics in my published blog posts, output what I'm consuming but haven't written about; (3) Example Finder \u2014 semantic search over the scrapbook with deep links back to LinkedIn. Add a generic web-clipper extension too for non-LinkedIn URLs.<\/code><\/p><\/blockquote>\n<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=\"7. Get scientific internal linking recommendations\" data-section=\"find-old-posts-that-should-link-to-your-new-article\"> Build internal links to new articles&nbsp;<\/div><\/div>\n<h2><span style=\"background-color: #d5d5d5;\">7. <\/span>Get scientific internal linking recommendations<\/h2>\n<p>Internal linking is one of those SEO chores that \u201cshould\u201d get done every time we publish and almost never&nbsp;does.<\/p>\n<p>So I got Agent A to build the <strong>Internal Linker<\/strong>. Feed it a new article (either a published link, or pasted draft markdown for unpublished pieces) and it finds the most relevant existing posts that should link to&nbsp;it.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1191\" class=\"wp-image-197291\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-16.png\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-16.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-16-680x395.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-16-768x447.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-16-1536x893.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>Under the hood, it embeds the input article with Gemini and cosine-compares against all other articles from our sitemap. The top candidates then get rescored with a special traffic weighting to prioritize links from articles with lots of existing organic traffic.<\/p>\n<p>It also auto-excludes any post already linking to you, parsed from each candidate\u2019s markdown body, so you\u2019re not staring at recommendations you\u2019ve already used.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1357\" class=\"wp-image-197292\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-17.png\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-17.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-17-641x425.png 641w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-17-768x509.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/05\/word-image-197275-17-1536x1018.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>For each recommended article, the tool also identifies the single paragraph most semantically aligned with your new article. Then Claude Sonnet 4.6 drafts a natural 2-6 word anchor and rewrites that paragraph\u2019s sentence to include it, ready to paste straight into the existing article.<\/p>\n<p><strong>Starter prompt<\/strong><\/p>\n<blockquote><p><code>Build me an internal-linking tool. Input: either a published blog URL or pasted draft markdown for unpublished pieces. Embed the input article with Gemini and cosine-compare against my pre-cached blog post vectors. Rescore top candidates with authority weighting: 0.7 \u00d7 similarity + 0.3 \u00d7 log(org_traffic) \u2014 favours high-traffic hosts where a link actually moves rankings. Auto-exclude any host already linking to me (parse each candidate's markdown body). For each top host, identify the single paragraph most semantically aligned with the input article \u2014 that's where the link goes. Have Claude draft a natural 2-6 word anchor and rewrite a sentence in the host paragraph to include it. Per-recommendation context: page sim, passage sim, host's org_traffic \/ UR \/ refdomains, the host paragraph, and a one-line rationale. Cache passage vectors per host so repeat lookups are instant. Run lookups async with live step status; persist every lookup to history.<\/code><\/p><\/blockquote>\n<h2><a id=\"post-197275-_heading=h.qp8c402272yv\"><\/a>Final thoughts<\/h2>\n<p>If you\u2019re an Ahrefs customer, you can try <a href=\"https:\/\/ahrefs.com\/agent-a\">Agent A<\/a> for free for one&nbsp;month.<\/p>\n<p>Test out some of these prompts for inspiration, build some applications and generate some reports, and see just how much of the tedious parts of your job Agent A can tackle for&nbsp;you.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Writing formulaic SEO content, updating old articles, reporting on blog performance, even running complicated performance analyses\u2026 these are all things Agent A does for&nbsp;me. Here are some of our favorite Agent A use cases for content marketers. Agent A is<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":194,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"wp_typography_post_enhancements_disabled":false,"footnotes":""},"categories":[73],"tags":[],"coauthors":[457],"class_list":["post-197275","post","type-post","status-publish","format-standard","hentry","category-content-marketing","odd"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>7 Ways to Automate Content Marketing with Agent A<\/title>\n<meta name=\"description\" content=\"Writing formulaic SEO content, updating old articles, reporting on blog performance\u2026 these are all things Agent A does for me.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ahrefs.com\/blog\/agent-a-for-content-marketing\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"7 Ways to Automate Content Marketing with Agent A\" \/>\n<meta property=\"og:description\" content=\"Writing formulaic SEO content, updating old articles, reporting on blog performance\u2026 these are all things Agent A does for me.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ahrefs.com\/blog\/agent-a-for-content-marketing\/\" \/>\n<meta property=\"og:site_name\" content=\"SEO Blog by Ahrefs\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/Ahrefs\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-05-19T10:35:14+00:00\" \/>\n<meta property=\"og:image\" 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