{"id":201529,"date":"2026-07-28T03:06:18","date_gmt":"2026-07-28T08:06:18","guid":{"rendered":"https:\/\/ahrefs.com\/blog\/?p=201529"},"modified":"2026-07-28T03:36:12","modified_gmt":"2026-07-28T08:36:12","slug":"vibe-coding-for-marketers-a-beginners-guide","status":"publish","type":"post","link":"https:\/\/ahrefs.com\/blog\/vibe-coding-for-marketers-a-beginners-guide\/","title":{"rendered":"Vibe Coding for Marketers: A Beginner\u2019s Guide"},"content":{"rendered":"<div class=\"intro-txt\">You\u2019ve heard \u201clearn to build\u201d, \u201cship your own tools\u201d, \u201cautomate your busywork\u201d, but nobody explains where to&nbsp;start.<\/div>\n<p>Canva made this painfully clear: they gave 5,000 employees a full week to explore AI, and<a href=\"https:\/\/www.thestateofbrand.com\/news\/canva-paid-people-to-spend-a-week-learning-ai\"> most couldn\u2019t figure out how to start<\/a>. No surprise there, most vibe-coding tools expect you to manage files, wrangle a terminal, and deploy to a server just like a developer would.<\/p>\n<p>Good news, you don\u2019t need any of this to build your own marketing tools and workflows.<\/p>\n<p>I\u2019ll walk you through the exact setup I use. It runs via<a href=\"https:\/\/letaido.com\/\"> Letaido<\/a> in the browser, so you don\u2019t need to install anything, manage files, or leave your laptop running overnight.<\/p>\n<div class=\"recommendation\"><div class=\"recommendation-title\">Recommendation<\/div><div class=\"recommendation-content\">\n<p>\ud83d\udd2e Letaido is an AI workspace that lives in your browser. It writes the code, stores the data, hosts the tools, and runs your automations on a schedule.<\/p>\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=\"Why I chose Letaido\" data-section=\"one\">\n<h2><a id=\"post-201529-_heading=h.jj3hbmsq4fkd\"><\/a>Why I chose Letaido<\/h2>\n<\/div><\/div>\n<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1160\" class=\"wp-image-201599\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-main-ui-1.jpg\" alt=\"Letaido main UI\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-main-ui-1.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-main-ui-1-680x385.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-main-ui-1-768x435.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-main-ui-1-1536x870.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\">\n<p>Vibe coding lets you build the reporting dashboards, competitor monitors, keyword-clustering tools, and content workflows you\u2019d normally wait on a dev team (or a budget) for. You describe the workflow the way you\u2019d explain it to a new hire, and the AI builds it.<\/p>\n<p><a href=\"https:\/\/letaido.com\/\">Letaido<\/a> is the AI marketing platform made for the job. You point it at your tools and data, describe the report or workflow you want, and it builds and runs it in the cloud for&nbsp;you.<\/p>\n<p>You have two ways to create your builds.<\/p>\n<p>There\u2019s a private<a href=\"https:\/\/docs.letaido.com\/docs\/console-and-site\"> Console<\/a> only your team can see (like internal tools and dashboards):<br>\n<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1051\" class=\"wp-image-201600\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-preview-1.png\" alt=\"Letaido console app preview\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-preview-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-preview-1-680x349.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-preview-1-768x394.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-preview-1-1536x788.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>There\u2019s also a&nbsp;<a href=\"https:\/\/docs.letaido.com\/docs\/console-and-site\">public site<\/a> (for pages you want to publicly share):<br>\n<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1057\" class=\"wp-image-201601\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-report-preview-1.jpg\" alt=\"Letaido console app report preview\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-report-preview-1.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-report-preview-1-680x351.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-report-preview-1-768x396.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-report-preview-1-1536x793.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>A few things worth knowing up&nbsp;front:<\/p>\n<p><strong>All models in one place.<\/strong> You can switch between Claude, GPT, Gemini, and others from a dropdown, per task. No need for separate subscriptions or API&nbsp;keys.&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1053\" class=\"wp-image-201602\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-ai-models-options-1.jpg\" alt=\"Letaido AI models options\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-ai-models-options-1.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-ai-models-options-1-680x350.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-ai-models-options-1-768x395.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-ai-models-options-1-1536x790.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p><strong>Native connectors.<\/strong> 35+ marketing tools like Slack, HubSpot, Notion, GitHub, Linear, Mailchimp, Stripe, WordPress, or Airtable already connected.&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1064\" class=\"wp-image-201603\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-available-connectors-1.jpg\" alt=\"Letaido available connectors\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-available-connectors-1.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-available-connectors-1-680x353.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-available-connectors-1-768x399.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-available-connectors-1-1536x798.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p><strong>Pre-built marketing skills.<\/strong> An Ahrefs-maintained library of skills, a set of steps for your AI agent to follow, based on real best practices, so you\u2019re not starting from a blank prompt.&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1052\" class=\"wp-image-201604\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-pre-build-marketing-skills-library-1.png\" alt=\"letaido pre-build marketing skills library\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-pre-build-marketing-skills-library-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-pre-build-marketing-skills-library-1-680x349.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-pre-build-marketing-skills-library-1-768x395.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-pre-build-marketing-skills-library-1-1536x789.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p><strong>Built for teams.<\/strong> Whatever one person sets up (skills, connectors, memory, apps) is there for everyone, so the team compounds each other\u2019s work instead of rebuilding it. Seats are free (the $99\/month is per workspace, not per person), so you can invite everyone, and roles keep it safe: members can chat and build, owners and admins approve new connectors or handle secrets.&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1014\" class=\"wp-image-201605\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-team-access-1.png\" alt=\"Letaido team access\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-team-access-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-team-access-1-680x337.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-team-access-1-768x380.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-team-access-1-1536x761.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p><strong>Share outside the team.<\/strong> For a one-off like a client report, ask the agent to create a guest link for your app or report, and it creates a public site with a default Letaido domain. You can also change the domain to one you already own, or buy a new one inside Letaido, and it will sort out the security certificate for you as&nbsp;well.&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1018\" class=\"wp-image-201606\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-publishing-pages-1.png\" alt=\"Letaido publishing pages\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-publishing-pages-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-publishing-pages-1-680x338.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-publishing-pages-1-768x382.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-publishing-pages-1-1536x764.png 1536w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-publishing-pages-1-400x200.png 400w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p><strong>Hosting and secrets are handled for you.<\/strong> This removes the two biggest beginner risks: exposed API keys pushed to GitHub and accidental public reports. You only need to think of where to publish your workflows - internal data belongs in the Console, while the public site is a URL anyone can find and Google can index, so double-check before it goes&nbsp;live.<\/p>\n<div class=\"recommendation\"><div class=\"recommendation-title\">Recommendation<\/div><div class=\"recommendation-content\">\n<p><strong>\u26a0\ufe0f If you want to follow along with me, you\u2019ll need Ahrefs.<\/strong> The $99\/month covers the Letaido platform and your AI credits, but the agent reads your Ahrefs project data through your existing Ahrefs plan, so an active account is required, and your data limits (tracked keywords, projects, etc.) follow whatever plan you\u2019re on.<\/p>\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=\"How to set up Letaido\" data-section=\"two\">\n<h2>How to s<a id=\"post-201529-_heading=h.6brmkt6ax0y5\"><\/a>et up Letaido<\/h2>\n<\/div><\/div>\n<ol>\n<li>Sign up at<a href=\"https:\/\/letaido.com\/\"> letaido.com<\/a> - hit \u201cGet started\u201d and create an account.<br>\n<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1062\" class=\"wp-image-201607\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-sign-up-page-1.png\" alt=\"Letaido sign up page\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-sign-up-page-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-sign-up-page-1-680x353.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-sign-up-page-1-768x398.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-sign-up-page-1-1536x797.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/li>\n<li>Name your organization - the subdomain you pick becomes the URL where your workspace lives.<br>\n<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1056\" class=\"wp-image-201608\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-organization-name-setup-1.png\" alt=\"Letaido organization name setup\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-organization-name-setup-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-organization-name-setup-1-680x351.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-organization-name-setup-1-768x396.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-organization-name-setup-1-1536x792.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/li>\n<li>Invite your team - seats are unlimited and&nbsp;free<br>\n<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1052\" class=\"wp-image-201609\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-invite-team-members-1.png\" alt=\"Letaido invite team members\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-invite-team-members-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-invite-team-members-1-680x349.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-invite-team-members-1-768x395.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-invite-team-members-1-1536x789.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/li>\n<\/ol>\n<p>That\u2019s it. No editor, no Git, no keys to&nbsp;paste.<\/p>\n<h3><a id=\"post-201529-_heading=h.rx8zccw50xnd\"><\/a>Choose an AI model and&nbsp;mode<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1505\" class=\"wp-image-201610\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-ai-models-close-up-1.png\" alt=\"Letaido AI models close up\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-ai-models-close-up-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-ai-models-close-up-1-578x425.png 578w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-ai-models-close-up-1-768x564.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-ai-models-close-up-1-1536x1129.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/h3>\n<p>What\u2019s great about Letaido is that you\u2019re not locked into a single model. Your subscription includes $50 in AI credits, so you can switch models freely to match whatever the task calls&nbsp;for.<\/p>\n<p>On the model itself, three factors matter, and they shift constantly as providers ship new versions: quality, speed, and price.<a href=\"https:\/\/artificialanalysis.ai\/models\"> Artificial Analysis<\/a> plots all three across 500+ models if you want the live picture.<\/p>\n<p>If you still worry about spending your $50 AI credits, let me give you an example with different types of AI models.<\/p>\n<p>Let\u2019s say you ask Letaido to look at your Ahrefs project, find keywords your top 3 competitors rank for that you don\u2019t, cluster them by topic, and hand you a prioritized list of content ideas with target keyword, volume, difficulty, and a one-line angle for each, the spend can look like&nbsp;this:&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"663\" class=\"wp-image-201611\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/artificial-analysis-ai-models-comparisons-1.jpg\" alt=\"Artificial analysis AI models comparisons\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/artificial-analysis-ai-models-comparisons-1.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/artificial-analysis-ai-models-comparisons-1-680x220.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/artificial-analysis-ai-models-comparisons-1-768x249.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/artificial-analysis-ai-models-comparisons-1-1536x497.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n\n<table id=\"tablepress-550\" class=\"tablepress tablepress-id-550 tablepress-responsive tablepress-ahrefs-width-720px\">\n<thead>\n<tr class=\"row-1 odd\">\n\t<th class=\"column-1\">Model<\/th><th class=\"column-2\">Tier<\/th><th class=\"column-3\">Cost per run<\/th><th class=\"column-4\">$50\/month<\/th><th class=\"column-5\">When you\u2019d pick&nbsp;it<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"row-2 even\">\n\t<td class=\"column-1\">GPT-5.4-mini<\/td><td class=\"column-2\">Cheap workhorse<\/td><td class=\"column-3\">3\u00a2<\/td><td class=\"column-4\">~1,600 runs<\/td><td class=\"column-5\">Fast, high-volume, simple reasoning<\/td>\n<\/tr>\n<tr class=\"row-3 odd\">\n\t<td class=\"column-1\">Claude Sonnet 4.6<\/td><td class=\"column-2\">All-rounder<\/td><td class=\"column-3\">24\u00a2<\/td><td class=\"column-4\">~200 runs<\/td><td class=\"column-5\">Sharper clustering + more logical reasoning<\/td>\n<\/tr>\n<tr class=\"row-4 even\">\n\t<td class=\"column-1\">Claude Fable&nbsp;5<\/td><td class=\"column-2\">Top-tier<\/td><td class=\"column-3\">38\u00a2<\/td><td class=\"column-4\">~130 runs<\/td><td class=\"column-5\">Highest-stakes strategic calls and proposals<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<!-- #tablepress-550 from cache -->\n<p>My default is Claude for anything where I describe intent loosely and want it to figure out the shape. I switch to a cheaper model for high-volume, mechanical work (reformatting, batch variations) to keep credit burn&nbsp;down.<\/p>\n<p>Right next to it is a mode selector, which defines the build mode the agent adopts:&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1056\" class=\"wp-image-201612\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-building-modes-1.jpg\" alt=\"Letaido building modes\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-building-modes-1.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-building-modes-1-680x351.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-building-modes-1-768x396.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-building-modes-1-1536x792.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<ul>\n<li><strong>Chat<\/strong> \u2014 talk it through. It answers and discusses, but won\u2019t start building.<\/li>\n<li><strong>Build<\/strong> \u2014 make or change something. It plans, then&nbsp;ships.<\/li>\n<li><strong>Analyze<\/strong> \u2014 crunch data for insight, not to build new software.<\/li>\n<li><strong>Plan<\/strong> \u2014 figure out <em>what<\/em> and <em>how<\/em> before doing&nbsp;it.<\/li>\n<li><strong>Brainstorm<\/strong> \u2014 generate options and directions, no committing yet.<\/li>\n<li><strong>Auto<\/strong> \u2014 it reads your intent and picks the right posture itself.<\/li>\n<\/ul>\n<p>Auto is a fine default. For instance, if you\u2019re in Chat mode and you want something built, it\u2019ll offer you to switch.<\/p>\n<div class=\"recommendation\"><div class=\"recommendation-title\">Recommendation<\/div><div class=\"recommendation-content\">\n<p>\ud83d\udca1What burns credits fast is running the heaviest model on light work, and dragging one giant chat across unrelated tasks. Start a fresh chat when a task is done (your<a href=\"https:\/\/docs.letaido.com\/docs\/how-to-talk-to-it\"> memory persists<\/a>, so you don\u2019t lose context), and let cheaper models, like GPT-5.4 Mini, handle the grunt&nbsp;work.<\/p><\/div><\/div>\n<h3><a id=\"post-201529-_heading=h.kqgl77faxmk5\"><\/a>Create a knowledge base<\/h3>\n<p>The context you write yourself beats any external source, because it holds details no model was trained on: your real features, positioning, and voice. Letaido gives you a few ways to store information about your company, so you\u2019re not re-explaining it every&nbsp;chat:<\/p>\n<ul>\n<li><strong>Memory.<\/strong> The agent reads ~\/workspace\/.memory.md at the start of every chat using a few tokens. I recommend adding only essential info the agent uses every run (e.g. recurring vocabulary or stylistic rules). Too much information stored = more tokens spent, keep it&nbsp;brief.<\/li>\n<li><strong>A shared team wiki.<\/strong> Letaido keeps a workspace knowledge base where you can store loads of files you can refer the model to (decisions, competitor files, design files, specific projects, etc.).<\/li>\n<\/ul>\n\n<table id=\"tablepress-551\" class=\"tablepress tablepress-id-551 tablepress-responsive tablepress-ahrefs-width-720px\">\n<thead>\n<tr class=\"row-1 odd\">\n\t<th class=\"column-1\">Category<\/th><th class=\"column-2\">Memory (.memory.md)<\/th><th class=\"column-3\">Team Wiki (wiki\/)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"row-2 even\">\n\t<td class=\"column-1\">What it&nbsp;is<\/td><td class=\"column-2\">Essential notes&nbsp;file<\/td><td class=\"column-3\">Workspace knowledge base<\/td>\n<\/tr>\n<tr class=\"row-3 odd\">\n\t<td class=\"column-1\">When Letaido reads&nbsp;it<\/td><td class=\"column-2\">Start of every chat (automatically)<\/td><td class=\"column-3\">Only for specific tasks<\/td>\n<\/tr>\n<tr class=\"row-4 even\">\n\t<td class=\"column-1\">Token cost<\/td><td class=\"column-2\">Every session (scales with&nbsp;size)<\/td><td class=\"column-3\">Only when a page is&nbsp;read<\/td>\n<\/tr>\n<tr class=\"row-5 odd\">\n\t<td class=\"column-1\">Keep it<\/td><td class=\"column-2\">Short<\/td><td class=\"column-3\">Can be&nbsp;large<\/td>\n<\/tr>\n<tr class=\"row-6 even\">\n\t<td class=\"column-1\">Best for<\/td><td class=\"column-2\">Recurring vocabulary; Stylistic\/voice rules; A pointer to the&nbsp;wiki<\/td><td class=\"column-3\">Strategy docs; ICPs; Competitors; Product FAQ<\/td>\n<\/tr>\n<tr class=\"row-7 odd\">\n\t<td class=\"column-1\">Rule of&nbsp;thumb<\/td><td class=\"column-2\">Only what Letaido needs every&nbsp;time<\/td><td class=\"column-3\">What Letaido needs occasionally \/ in&nbsp;depth<\/td>\n<\/tr>\n<tr class=\"row-8 even\">\n\t<td class=\"column-1\">Find it<\/td><td class=\"column-2\">controls -&gt; memory<\/td><td class=\"column-3\">controls -&gt;&nbsp;wiki<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<!-- #tablepress-551 from cache -->\n<h3><a id=\"post-201529-_heading=h.6akmxuxudp7v\"><\/a>Create skills, apps, reports, artifacts, or automations<\/h3>\n<p>Five words you\u2019ll see everywhere in Letaido. It\u2019s important to distinguish between them, as building the wrong type can influence the agent\u2019s behavior and reusability.<\/p>\n<h4><a id=\"post-201529-_heading=h.uvtapu4vl8qr\"><\/a>A skill<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1051\" class=\"wp-image-201613\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-skill-preview-1.png\" alt=\"Letaido skill preview\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-skill-preview-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-skill-preview-1-680x349.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-skill-preview-1-768x394.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-skill-preview-1-1536x788.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/h4>\n<p>A skill is a reusable set of steps, an output format, and rules that the agent reads on demand whenever a request you say in plain language matches. The fastest way to start is to clone one from the Ahrefs library and customize it.&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"312\" class=\"wp-image-201614\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-skill-building-prompt-1.png\" alt=\"Letaido skill building prompt\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-skill-building-prompt-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-skill-building-prompt-1-680x104.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-skill-building-prompt-1-768x117.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-skill-building-prompt-1-1536x234.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>You can also create your own via&nbsp;chat.<\/p>\n<ol>\n<li>Give the skill a name that will trigger it<\/li>\n<li>Describe the rules it should follow<\/li>\n<li>Reference the examples if necessary<\/li>\n<\/ol>\n<div class=\"further-reading\"><div class=\"reading-title\">Further reading<\/div><div class=\"reading-content\">\n<ul>\n<li><a href=\"https:\/\/ahrefs.com\/blog\/claude-skills\/\">Claude Skills for SEO and Marketing: What They Are and How to Use&nbsp;Them<\/a><\/li>\n<\/ul>\n<\/div><\/div>\n<h4><a id=\"post-201529-_heading=h.2h90xpo77mni\"><\/a>An app<\/h4>\n<p>An app is an interactive tool the agent builds. It can read your databases, call your connectors, and show results.&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1009\" class=\"wp-image-201615\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-apps-filter-1.png\" alt=\"Letaido console apps filter\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-apps-filter-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-apps-filter-1-680x335.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-apps-filter-1-768x378.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-apps-filter-1-1536x757.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>A monthly report you configure and check in the console is an app, so is a writing workflow that takes a keyword and hands back a&nbsp;draft.&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1008\" class=\"wp-image-201616\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-report-example-1.png\" alt=\"Letaido console app report example\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-report-example-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-report-example-1-680x335.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-report-example-1-768x378.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-report-example-1-1536x756.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>The moment you create, edit, or trigger things inside it, it\u2019s an&nbsp;app.<\/p>\n<h4><a id=\"post-201529-_heading=h.9htzuuprp4ld\"><\/a>A report<\/h4>\n<p>A report is a live, read-only view of your data. The agent builds it once, and every time you open it, it pulls fresh numbers and lays them out for&nbsp;you.&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1007\" class=\"wp-image-201617\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-reports-list-1.png\" alt=\"Letaido console app reports list\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-reports-list-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-reports-list-1-680x334.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-reports-list-1-768x378.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-reports-list-1-1536x755.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>A sentiment overview that\u2019s current whenever you look, a lead-quality breakdown pulled straight from your CRM, these are reports. You don\u2019t configure or manage anything inside them, you just&nbsp;read.&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1012\" class=\"wp-image-201618\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-sentiment-overview-report-example-1.jpg\" alt=\"Letaido sentiment overview report example\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-sentiment-overview-report-example-1.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-sentiment-overview-report-example-1-680x336.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-sentiment-overview-report-example-1-768x380.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-sentiment-overview-report-example-1-1536x759.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<h4><a id=\"post-201529-_heading=h.rzb4z9qm8vtc\"><\/a>An artifact<\/h4>\n<p>An artifact is a frozen output, something the agent produced once that doesn\u2019t change afterward.&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"995\" class=\"wp-image-201619\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-artifacts-1.png\" alt=\"Letaido console app artifacts\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-artifacts-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-artifacts-1-680x330.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-artifacts-1-768x373.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-artifacts-1-1536x746.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>A chart from last month\u2019s competitor G2 reviews, a one-off visualization. They\u2019re snapshots: perfect for \u201chere\u2019s what we&nbsp;found\u201d.&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1003\" class=\"wp-image-201620\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-artifact-example-1.jpg\" alt=\"Letaido console app artifact example\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-artifact-example-1.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-artifact-example-1-680x333.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-artifact-example-1-768x376.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-console-app-artifact-example-1-1536x752.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<div class=\"recommendation\"><div class=\"recommendation-title\">Recommendation<\/div><div class=\"recommendation-content\">\n<p>\ud83d\udd2e Apps, reports, and artifacts can live in your Console and be shared with your team only, or be published to your public site for anyone with a link to&nbsp;use.<\/p>\n<\/div><\/div>\n<h4><a id=\"post-201529-_heading=h.1fapf2c0s4x3\"><\/a>An automation<\/h4>\n<p>Automation is a task that runs on its own, at a specific time, without you triggering it. There are two ways to create it:<\/p>\n<p><strong>With an agent<\/strong> - you describe what you want done and when, the agent writes it, and runs it from then&nbsp;on:&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1049\" class=\"wp-image-201621\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-automation-setup-agent-1.png\" alt=\"Letaido automation setup - agent\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-automation-setup-agent-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-automation-setup-agent-1-680x348.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-automation-setup-agent-1-768x393.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-automation-setup-agent-1-1536x787.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>Or <strong>manually<\/strong> - automate an agent or a simple script to run with a set of limitations (schedule, max tokens used,&nbsp;etc.):&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1051\" class=\"wp-image-201622\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-automation-setup-manual-1.jpg\" alt=\"Letaido automation setup - manual\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-automation-setup-manual-1.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-automation-setup-manual-1-680x349.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-automation-setup-manual-1-768x394.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-automation-setup-manual-1-1536x788.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<div class=\"recommendation\"><div class=\"recommendation-title\">Recommendation<\/div><div class=\"recommendation-content\">\n<p>\ud83d\udca1 <strong>Rule of thumb:<\/strong> package know-how you\u2019d otherwise re-explain as a skill, build the thing you click into as an app, and put an automation on top when it should run without you. A single build can use all three, such as an automation that runs a skill on a schedule and writes the result into an&nbsp;app.<\/p>\n<\/div><\/div>\n<h3><a id=\"post-201529-_heading=h.1wlsb4si656g\"><\/a>Add integrations<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1045\" class=\"wp-image-201623\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-integrations-in-chat-preview-1.jpg\" alt=\"Letaido integrations in chat preview\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-integrations-in-chat-preview-1.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-integrations-in-chat-preview-1-680x347.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-integrations-in-chat-preview-1-768x392.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-integrations-in-chat-preview-1-1536x784.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/h3>\n<p>If you want to pull your HubSpot data, scrape social media with Apify, or use other external tools, the agent needs to use the connectors to handle the endpoints, parameters, and the authentication behind the scenes. For instance, you connect HubSpot once, and every time you say <em>\u201cpull this week\u2019s deals from HubSpot\u201d,<\/em> the agent knows exactly what to&nbsp;do.<\/p>\n<p>Connectors can read, but also take action via your tools - post a summary to Slack, publish a post to WordPress, open a Linear ticket, update a HubSpot deal, or send an&nbsp;email.<\/p>\n<p>There are tons of common tools like Stripe, Fathom, or Mailchimp available - a full list of connectors can be found<a href=\"https:\/\/docs.letaido.com\/docs\/connectors\"> here.<\/a><\/p>\n<p>To add access to your connector:<\/p>\n<ol>\n<li>Tell the agent via chat you want to add the specific connector<\/li>\n<li>Get the API keys (click \u201cHow to get\u201d in the card if you need help locating it)<\/li>\n<li>Paste the keys and click \u201cSubmit\u201d<\/li>\n<li>Your connector is added under \u201cControls\u201d \u2192 \u201cApproved\u201d, you can revoke it at any&nbsp;time<\/li>\n<\/ol>\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=\"How to build\" data-section=\"three\">\n<h2><a id=\"post-201529-_heading=h.pl3ypolyv5dm\"><\/a>How to&nbsp;build<\/h2>\n<\/div><\/div>\n<p>Every good build comes down to the same four moves: write the prompt, point it at your data, share it with the team, and start with one workflow you already know.<\/p>\n<h3><a id=\"post-201529-_heading=h.eynr3z3b5xdw\"><\/a>Writing the prompt<\/h3>\n<p>Unlike a one-off chat message, this is the instruction the agent will execute again and again, which means anything vague or missing gets repeated on every run. Three things do most of the&nbsp;work:<\/p>\n<ol>\n<li><strong>What output you want.<\/strong> Describe the finished thing. A Slack message, a table, a summary as concretely as you&nbsp;can.<\/li>\n<li><strong>Where the data comes from.<\/strong> Name the exact source the agent should pull from, whether that\u2019s a connector, a file, or a page to scrape, so it never has to&nbsp;guess.<\/li>\n<li><strong>What the instructions and limiters are.<\/strong> Spell out the steps it should follow and, just as importantly, the boundaries it shouldn\u2019t cross. What it should compare, ignore, and leave untouched.<\/li>\n<\/ol>\n<p>A few examples:&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"630\" class=\"wp-image-201624\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/prompt-anatomy-1.png\" alt=\"Prompt anatomy\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/prompt-anatomy-1.png 1200w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/prompt-anatomy-1-680x357.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/prompt-anatomy-1-768x403.png 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\"><\/p>\n<ol>\n<li>Output = Slack updates about new and lost deals every&nbsp;week.<\/li>\n<li>Data = HubSpot deals (native connector).<\/li>\n<li>Instruction = compare this week to last, flag new deals vs deals lost, post to #sales-updates.<\/li>\n<li>Where it lives = runs every Friday at 8am on its own -&gt; a scheduled job in Letaido.<\/li>\n<\/ol>\n<p>The best practices boil down&nbsp;to:<\/p>\n<ul>\n<li><strong>Be specific.<\/strong> Vague requests trigger a clarifying questionnaire. Not \u201chelp me with onboarding emails\u201d but \u201cdraft a 4-email welcome sequence for new signups, one CTA each, under 120&nbsp;words.\u201d<\/li>\n<li><strong>Specify the format.<\/strong> \u201cReply in a table,\u201d \u201cJSON only,\u201d \u201cmarkdown with headings.\u201d Default outputs are conversational, so saying the shape up front saves&nbsp;edits.<\/li>\n<li><strong>Say what not to do.<\/strong> \u201cDo not summarize what stayed the same.\u201d, \u201cReply exactly: No changes detected\u201d.<\/li>\n<li><strong>Ask for a plan when it\u2019s fuzzy.<\/strong> If a build touches multiple systems or you\u2019re not sure it\u2019s feasible, ask for a&nbsp;plan.<\/li>\n<li><strong>Feed facts, never recall them.<\/strong> Point it at the connector or file. It should reason over what you give it, never supply your metrics from memory.<\/li>\n<\/ul>\n<h3><a id=\"post-201529-_heading=h.4sytklqjr8j\"><\/a>Map where your data exists<\/h3>\n<p>Before you can build anything, you need to know what data you\u2019re working with and where it lives. Good builds run on real data, and that data is already scattered across the tools you use every&nbsp;day.<\/p>\n<h4><a id=\"post-201529-_heading=h.x46ylpnw2pdz\"><\/a>1. List every tool, app, and site you touch for&nbsp;work<\/h4>\n<p>Your analytics platform, your CRM, your project tracker, the spreadsheets, the dashboards. For each one, write down the <em>specific<\/em> data points it holds. Don\u2019t stop at \u201cSEO data\u201d; get down to \u201ckeyword positions, clicks by page, daily impressions.\u201d<\/p>\n<h4><a id=\"post-201529-_heading=h.q3wrl8wd3ze\"><\/a>2. Connect it to Letaido<\/h4>\n<p>Once you know where your data lives, there are three ways to push it to Letaido:<\/p>\n<p><strong>Connectors<\/strong> - Check whether your tool is already in Letaido\u2019s connectors list, if it is, ask to connect it via + New&nbsp;chat.<strong><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1059\" class=\"wp-image-201625\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-connectors-list-1.png\" alt=\"Letaido connectors list\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-connectors-list-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-connectors-list-1-680x352.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-connectors-list-1-768x397.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-connectors-list-1-1536x794.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/strong><\/p>\n<p><strong>API keys<\/strong> - if your tool isn\u2019t in the connectors list. Generate a standard API key from the tool, then ask the agent in the chat to connect it.<br>\n<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1257\" class=\"wp-image-201626\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/elevenlabs-api-key-example-1.png\" alt=\"Elevenlabs API key example\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/elevenlabs-api-key-example-1.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/elevenlabs-api-key-example-1-680x417.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/elevenlabs-api-key-example-1-768x471.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/elevenlabs-api-key-example-1-1536x943.png 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p><strong>Web scrape<\/strong> - for anything on a public page, no login required. Think competitor pricing, review sites, or&nbsp;SERP.&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1054\" class=\"wp-image-201627\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/figma-pricing-page-1.jpg\" alt=\"Figma pricing page\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/figma-pricing-page-1.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/figma-pricing-page-1-680x350.jpg 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/figma-pricing-page-1-768x395.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/figma-pricing-page-1-1536x791.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<h3><a id=\"post-201529-_heading=h.s9ipsun5fgyx\"><\/a>TLDR<\/h3>\n<ol>\n<li><strong>Sign up for Letaido<\/strong> and connect the one tool your work lives in&nbsp;most.<\/li>\n<li><strong>Pick the workflow you do most often.<\/strong> For me, reporting was the easiest win because the steps never changed.<\/li>\n<li><strong>Write it as plain steps,<\/strong> 1 through 5, the way you\u2019d explain it to a new&nbsp;hire.<\/li>\n<li><strong>Describe it to Letaido<\/strong> one step at a time, and let it build with&nbsp;you.<\/li>\n<li><strong>Check the output<\/strong>, then put an automation on&nbsp;it.<\/li>\n<\/ol>\n<h3><a id=\"post-201529-_heading=h.jptdfi5hwue2\"><\/a>What to build&nbsp;first<\/h3>\n<p>If your head feels fuzzy, get inspired by the builds my colleagues shared for<a href=\"https:\/\/ahrefs.com\/blog\/agent-a-for-seo\/\"> automating SEO<\/a>,<a href=\"https:\/\/ahrefs.com\/blog\/agent-a-for-product-marketing\/\"> product marketing<\/a>, or<a href=\"https:\/\/ahrefs.com\/blog\/agent-a-for-content-marketing\/\"> content marketing.<\/a><\/p>\n<p>You can run an<a href=\"https:\/\/letaido.com\/apps\/content-keyword-research\"> end-to-end keyword research process<\/a> - take your primary keywords, sort them into clusters, and create a content brief&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1398\" class=\"wp-image-201628\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-keyword-research-automation-1.jpg\" alt=\"Letaido keyword research automation\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-keyword-research-automation-1.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-keyword-research-automation-1-623x425.jpg 623w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-keyword-research-automation-1-768x524.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-keyword-research-automation-1-1536x1049.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p><a href=\"https:\/\/ahrefs.com\/blog\/agent-a-for-content-marketing\/#refresh-an-old-post-without-rewriting-it-from-scratch\">Create a paid ads campaign based on a competitor\u2019s spend<\/a> - find keywords competitor bids on, fetch and analyze their landing pages, generate creatives and multiple copy variations per ad&nbsp;group.&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"1866\" height=\"1618\" class=\"wp-image-201629\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-paid-ads-campaign-automation-1.jpg\" alt=\"Letaido paid ads campaign automation\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-paid-ads-campaign-automation-1.jpg 1866w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-paid-ads-campaign-automation-1-490x425.jpg 490w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-paid-ads-campaign-automation-1-768x666.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-paid-ads-campaign-automation-1-1536x1332.jpg 1536w\" sizes=\"auto, (max-width: 1866px) 100vw, 1866px\"><\/p>\n<p><a href=\"https:\/\/ahrefs.com\/blog\/agent-a-for-content-marketing\/#refresh-an-old-post-without-rewriting-it-from-scratch\">Update old articles and fight traffic decline<\/a> - the pipeline fetches articles, extracts the page content, then runs diagnostics.&nbsp;<img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1501\" class=\"wp-image-201630\" src=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-update-old-articles-automation-1.jpg\" alt=\"Letaido update old articles automation\" srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-update-old-articles-automation-1.jpg 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-update-old-articles-automation-1-580x425.jpg 580w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-update-old-articles-automation-1-768x563.jpg 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-update-old-articles-automation-1-1536x1126.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/p>\n<p>You do not need a dozen builds. You need one, finished, from your own context.<\/p>\n<h2><a id=\"post-201529-_heading=h.wxyoq1dstdva\"><\/a>Reality check<\/h2>\n<p>The hype is loud right now. These builds will not replace your strategy, your taste, or your relationships. They will not magically rank you number one. The first version of anything you build will be&nbsp;raw.<\/p>\n<p>However, automating your work will take the repetitive 70% off your plate so you can spend your hours on the fun stuff. The leverage comes from wiring steps together so a workflow you used to do by hand now runs from one command - or, with Letaido, on its own every Monday at&nbsp;9am.<\/p>\n<p>You know your job better than any tool does. Start there, build one small thing, and iterate it to your quality bar.<\/p>\n<p>When you give it a go,<a href=\"https:\/\/www.linkedin.com\/in\/kamila-olexa-190074112\/\"> tag\/DM me<\/a>! I\u2019d love to see your builds in action&nbsp;\ud83d\ude42<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Canva made this painfully clear: they gave 5,000 employees a full week to explore AI, and most couldn\u2019t figure out how to start. No surprise there, most vibe-coding tools expect you to manage files, wrangle a terminal, and deploy to<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":207,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"wp_typography_post_enhancements_disabled":false,"footnotes":""},"categories":[390],"tags":[],"coauthors":[476],"class_list":["post-201529","post","type-post","status-publish","format-standard","hentry","category-marketing","odd"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Vibe Coding for Marketers: A Beginner&#039;s Guide<\/title>\n<meta name=\"description\" content=\"I&#039;ll walk you through the exact setup I use. 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It runs via Letaido in the browser, so you don\u2019t need to install anything, manage files, or leave your laptop running overnight.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ahrefs.com\/blog\/vibe-coding-for-marketers-a-beginners-guide\/\" \/>\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=\"2026-07-28T08:06:18+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-28T08:36:12+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/07\/letaido-main-ui-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2048\" \/>\n\t<meta property=\"og:image:height\" content=\"1160\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Kamila Olexa\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@ahrefs\" \/>\n<meta name=\"twitter:site\" content=\"@ahrefs\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/ahrefs.com\\\/blog\\\/vibe-coding-for-marketers-a-beginners-guide\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ahrefs.com\\\/blog\\\/vibe-coding-for-marketers-a-beginners-guide\\\/\"},\"author\":{\"name\":\"Kamila Olexa\",\"@id\":\"https:\\\/\\\/ahrefs.com\\\/blog\\\/#\\\/schema\\\/person\\\/a79569e035b0b577640ee673fc806adf\"},\"headline\":\"Vibe Coding for Marketers: A Beginner\u2019s Guide\",\"datePublished\":\"2026-07-28T08:06:18+00:00\",\"dateModified\":\"2026-07-28T08:36:12+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/ahrefs.com\\\/blog\\\/vibe-coding-for-marketers-a-beginners-guide\\\/\"},\"wordCount\":2648,\"publisher\":{\"@id\":\"https:\\\/\\\/ahrefs.com\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/ahrefs.com\\\/blog\\\/vibe-coding-for-marketers-a-beginners-guide\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/ahrefs.com\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/vibe-coding-for-marketers-a-beginner8217s-by-kamila-olexa-marketing.jpg\",\"articleSection\":[\"General Marketing\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ahrefs.com\\\/blog\\\/vibe-coding-for-marketers-a-beginners-guide\\\/\",\"url\":\"https:\\\/\\\/ahrefs.com\\\/blog\\\/vibe-coding-for-marketers-a-beginners-guide\\\/\",\"name\":\"Vibe Coding for Marketers: A Beginner's Guide\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ahrefs.com\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/ahrefs.com\\\/blog\\\/vibe-coding-for-marketers-a-beginners-guide\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/ahrefs.com\\\/blog\\\/vibe-coding-for-marketers-a-beginners-guide\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/ahrefs.com\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/letaido-main-ui-1.jpg\",\"datePublished\":\"2026-07-28T08:06:18+00:00\",\"dateModified\":\"2026-07-28T08:36:12+00:00\",\"description\":\"I'll walk you through the exact setup I use. 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