# Docs - Product docs - [Product docs](/docs/product): Reference for every screen in GrowthOS, grouped by the area of the product it belongs to. - Workspace - [Workspace](/docs/product/workspace): Your home screen: where every session starts and what the headline numbers say. - [At a Glance](/docs/product/workspace/at-a-glance): The first screen in your workspace: recent performance, how pages spread across the bands, and your AI search share. - Context & voice - [Context & voice](/docs/product/context-and-voice): The 8 screens holding what GrowthOS knows about your company, and the order to review them in. - [Foundation](/docs/product/context-and-voice/foundation): The 4 context documents every agent reads first: company, ecosystem, product and ideal customer, and how to correct them. - [Personas](/docs/product/context-and-voice/personas): The buyers your content is written for, how to read the counts, and how to correct the set. - [Competitors](/docs/product/context-and-voice/competitors): The competitor roster that shapes reports, gap analysis and how opportunities get framed. - [AI Viz Segments](/docs/product/context-and-voice/ai-viz-segments): The market slices GrowthOS watches inside AI answer engines, and where you are absent from them. - [Topics](/docs/product/context-and-voice/topics): What your market asks about, how much of it you already answer, and where the gaps are. - [Taxonomy](/docs/product/context-and-voice/taxonomy): Your own classification of your content, and the descriptions agents classify against. - [Groupings](/docs/product/context-and-voice/groupings): The axes you slice the portfolio along, and the coverage counts that show their limits. - [Writing Profile](/docs/product/context-and-voice/writing-profile): The compiled version of how you sound, the calibration loop that sharpens it, and the Update profile step that makes edits count. - Opportunities & briefs - [Opportunities & briefs](/docs/product/briefs): Finding what to write, deciding what is worth doing, and drafting it. - [Opportunities](/docs/product/briefs/opportunities): The scored backlog of candidate pages, and the controls for accepting or dismissing them. - [Opportunity types](/docs/product/briefs/opportunity-types): The kinds of work an opportunity can represent, from a new page to a rewrite or a consolidation. - [Clusters](/docs/product/briefs/clusters): A cluster is a territory you have decided to own: related topics you intend to cover properly rather than glance at. - [In Production](/docs/product/briefs/in-production): The board that moves a brief from Briefing through Writing, Editing and Reviewing to Ready. - [Page editor](/docs/product/briefs/page-editor): The editor's 8 steps across 3 phases: Brief It, Write It, Ship It, with a review pass in between. - Pages - [Pages](/docs/product/pages): Your published pages as one scored inventory, and the full record behind any one of them. - [Pages Portfolio](/docs/product/pages/pages-portfolio): Every URL on your site as one scored inventory, with the filters and groupings to read it. - [Page detail](/docs/product/pages/page-detail): Page detail is the full record for one URL: scorecards, traffic and visibility history, intent and classification. - Analytics & reports - [Analytics & reports](/docs/product/analytics-and-reports): The reports that package your portfolio data for someone who was not in the weeds. - [Insights (Reports)](/docs/product/analytics-and-reports/insights-reports): 8 report types that turn portfolio data into something you can hand to a stakeholder. - Admin & connections - [Admin & connections](/docs/product/admin): Access, branding, the sites you track, how they get crawled, and the MCP connection. - [Admin](/docs/product/admin/admin): Workspace Admin is where you configure the workspace itself: access, branding, content settings and data sources. - [Roles and permissions](/docs/product/admin/roles-and-permissions): What Operators and Owners can edit, what everyone can only read, and the guardrails that apply to every workspace. - [Websites](/docs/product/admin/websites): Check that your site's Google Analytics and Search Console data is landing in GrowthOS. - [Site Sync](/docs/product/admin/site-sync): Sitemaps and the crawler: how GrowthOS learns which pages exist and keeps that picture current. - [How your analysis zones work](/docs/product/admin/analysis-zones): Zones become the tabs you navigate the Portfolio by, and they schedule which parts of your site get deep analysis. GrowthX builds them; you decide how the site divides. - [MCP server](/docs/product/admin/mcp-server): The MCP server gives an AI agent live access to your workspace from wherever you already work: read-only by default, write access by opt-in. - Concepts - [Concepts](/docs/product/concepts): The 5 ideas GrowthOS is built on. Read these when a screen is not behaving the way you expected. - [Agents draft, you decide](/docs/product/concepts/agents-draft-you-decide): Every agent in GrowthOS produces a proposal and waits. Understanding that division of labour is how you get value out of it. - [How pages are scored](/docs/product/concepts/how-pages-are-scored): Health, Coverage and capture measure different things on purpose. A single blended number would hide the problem you need to see. - [Reading a portfolio](/docs/product/concepts/reading-a-portfolio): Distribution is the honest read of a site. Averages hide the thing you needed to act on, and grouping is what turns a list into a decision. - [Why committing to a few territories compounds](/docs/product/concepts/committing-to-a-few): 15 pages across one territory build authority. The same 15 spread across 15 subjects read as 15 unrelated posts. - [Context is the shared source of truth](/docs/product/concepts/context-is-the-source-of-truth): Every agent in GrowthOS starts from Context. A vague Company Overview produces vague opportunities, vague briefs and generic drafts. - [Glossary](/docs/product/glossary): Every GrowthOS term the docs use, defined once. Pages link here on a term's first use. - Tutorial - [Tutorial](/docs/tutorial): The guided path from a new workspace to a publishing rhythm you run yourself. - 1 · Getting started - [1 · Getting started](/docs/tutorial/getting-started): Stage 1 of the tutorial: 3 steps, in order. - [1.1 · Share your materials](/docs/tutorial/getting-started/share-materials): What to send and what each item becomes. Research finds what is public; your materials carry the rest. - [1.2 · GrowthOS builds your workspace](/docs/tutorial/getting-started/workspace-build): What happens while agents crawl your site and assemble the workspace, and the order the areas open up. - [1.3 · Find your way around](/docs/tutorial/getting-started/navigate-growthos): Accept the invitation, sign in, and learn the 5 areas GrowthOS is organized around. - 2 · Set up - [2 · Set up](/docs/tutorial/set-up): Stage 2 of the tutorial: 4 steps, in order. - [2.1 · Connect your data](/docs/tutorial/set-up/connect-your-data): Grant the access GrowthOS needs before it can score a page, research an opportunity, or draft in your voice. - [2.2 · Choose your zones](/docs/tutorial/set-up/choose-your-zones): Zones become the tabs you navigate the Portfolio by. GrowthX builds them; the judgement call about how your site divides is yours. - [2.3 · Connect your agent via MCP](/docs/tutorial/set-up/mcp-setup): Connect your AI tools to your workspace so an agent can pull scores, traffic and briefs directly. - [2.4 · Fix a broken MCP connection](/docs/tutorial/set-up/mcp-troubleshooting): Fixes for the moving parts: an expired sign-in, an unloaded tool registry, and naming mismatches. - 3 · Context & voice - [3 · Context & voice](/docs/tutorial/context-and-voice): Stage 3 of the tutorial: 3 steps, in order. - [3.1 · Review your context](/docs/tutorial/context-and-voice/review-context): Read the shared source of truth agents draw on: what you do, who you serve, and how you sound. - [3.2 · Calibrate your competitors](/docs/tutorial/context-and-voice/competitors): Check the roster agents measure you against, and add the competitors only your sales calls know about. - [3.3 · Editing and versioning](/docs/tutorial/context-and-voice/edit-context): How the editor works: saving, restorable history, and locks so 2 people cannot collide on a document. - 4 · Find - [4 · Find](/docs/tutorial/find): Stage 4 of the tutorial: 3 steps, in order. - [4.1 · Align on strategy](/docs/tutorial/find/content-clusters): Confirm the territories you intend to own, so effort compounds instead of scattering across subjects. - [4.2 · Generate opportunities](/docs/tutorial/find/find-opportunities): Research a cluster or your own ideas into scored opportunities you can accept or dismiss in seconds. - [4.3 · Manage opportunities](/docs/tutorial/find/triage-opportunities): Work the backlog one decision at a time: accept it into a brief, hold it, or dismiss it confidently. - 5 · Write - [5 · Write](/docs/tutorial/write): Stage 5 of the tutorial: 4 steps, in order. - [5.1 · Four ways to start a page](/docs/tutorial/write/start-a-page): The 4 ways a page enters production, and the board that moves it from Briefing to Ready. - [5.2 · The briefing process](/docs/tutorial/write/brief-anatomy): What each stage of a brief holds, from picking an angle through drafting, review and publishing. - [5.3 · Reviewing and editing](/docs/tutorial/write/review-and-annotate): Highlight a passage and say what is wrong. Annotation is what makes the next draft better. - [5.4 · Polish and publish](/docs/tutorial/write/polish-and-publish): The full editor where you get your hands on the text, and the separate deliberate act of publishing. - 6 · Report - [6 · Report](/docs/tutorial/report): Stage 6 of the tutorial: 2 steps, in order. - [6.1 · Read your reports](/docs/tutorial/report/insight-reports): Generate a report that argues something about your portfolio, and share it with people who will not log in. - [6.2 · Run the loop yourself](/docs/tutorial/report/weekly-loop): The habit everything else was setup for: pick, create, review, publish, every week, unprompted. - 7 · Connect your CMS - [7 · Connect your CMS](/docs/tutorial/connect-your-cms): Stage 7 of the tutorial: one-click publishing, with a setup guide per platform. - [7.1 · Connect Webflow](/docs/tutorial/connect-your-cms/connect-webflow-publishing): When to connect your Webflow CMS to GrowthOS, how to generate the right API token, and the setup wizard from connection to first published draft. - [7.2 · Connect WordPress](/docs/tutorial/connect-your-cms/connect-wordpress-publishing): When to connect your WordPress site to GrowthOS, how to create an application password, and the setup wizard from connection to first published draft. - [7.3 · Connect Sanity](/docs/tutorial/connect-your-cms/connect-sanity-publishing): When to connect your Sanity project to GrowthOS, the API token and project details to gather, and the setup wizard from connection to first published draft. - [7.4 · Connect Strapi](/docs/tutorial/connect-your-cms/connect-strapi-publishing): When to connect your Strapi instance to GrowthOS, the custom API token to create (with the exact permissions), and the setup wizard from connection to first published draft. - [7.5 · Connect Storyblok](/docs/tutorial/connect-your-cms/connect-storyblok-publishing): When to connect your Storyblok space to GrowthOS, the personal access token and space details to gather, and the setup wizard from connection to first published draft. - [7.6 · Connect Contentful](/docs/tutorial/connect-your-cms/connect-contentful-publishing): When to connect your Contentful space to GrowthOS, the dedicated user and personal access token to set up, and the setup wizard from connection to first published draft. - 8 · MCP - [8 · MCP](/docs/tutorial/mcp): Stage 8 of the tutorial: put your connected agent to work on the workspace. - [8.1 · What to do with MCP today](/docs/tutorial/mcp/playbook): The tasks worth stealing first, once your agent can interrogate the workspace in plain language. - [8.2 · Give your agent write access](/docs/tutorial/mcp/write-access): Opt in to write access so your agent can update context, build briefs, triage opportunities, and publish, not just report. - [8.3 · Install the GrowthOS agent kit](/docs/tutorial/mcp/agent-kit): Install the optional agent kit so your connected agent works the same careful way every time it touches your workspace. # Learn - AI Search & AEO - [AI Search & AEO](/learn/ai-search): How AI answer engines find, read, and cite your pages, and the on-page levers that move citation odds. - Content Operations - [Content Operations](/learn/content-operations): Running content production with agents, at velocity, without trading away quality. - Content Strategy - [Content Strategy](/learn/content-strategy): Structuring a site as a portfolio that readers and engines can both navigate. - Measurement & Metrics - [Measurement & Metrics](/learn/measurement): Proving content and AI-visibility impact to the people who fund it. - AI-Led Growth - [AI-Led Growth](/learn/ai-led-growth): The thesis behind operating growth as a system: human-led strategy, agent-led execution. - [How to improve your brand's visibility in AI search](/learn/improve-brand-visibility-ai-search): Get cited in ChatGPT, Perplexity, and Gemini. Brand recognition sets your floor. On-page structure earns the citation. Here are the levers that actually move the odds. - [How AI Search Engines Select and Cite Sources](/learn/ai-search-engines-citation-selection): Learn how AI search engines retrieve, rank, and cite sources. Discover the signals that win citations and how to improve your brand's AI visibility. - [What Answer Engine Optimization Is and How to Earn AI Citations](/learn/answer-engine-optimization-definition-tactics): Answer engine optimization earns citations inside AI-generated answers. Learn how to structure content for ChatGPT, Perplexity, and Google AI Overviews. - [How to Generate llms.txt Files for AI Visibility](/learn/how-to-generate-llms-txt-files): Generate llms.txt files with web tools or CLI. Learn format, placement, and whether it improves AI search visibility across ChatGPT, Perplexity, and Claude. - [AEO services: what they include and when to hire them](/learn/aeo-services): Understand what AEO services cover, how engagements are structured, pricing models, and how to evaluate providers for AI visibility and citations. - [How AEO and SEO Differ and Why You Need Both](/learn/aeo-vs-seo-differences): Understand how Answer Engine Optimization and SEO diverge on ranking signals, content structure, and measurement, and how to integrate them into one strategy. - [AI Search Ranking Factors: 10 Signals Ranked by Evidence](/learn/ai-search-ranking-factors): The 10 factors that decide whether AI engines cite your content, ranked by evidence strength, with the study behind each one and where to start. - [Unlinked Brand Mentions Are the Citation Lever in AI Search](/learn/branded-co-occurrence-ai-search): How AI engines turn unlinked brand mentions into citations, why brand mentions now matter more than backlinks in AI search, and a worked 20-prompt audit to run this week. - [Certified AEO specialist: the role, skills, and whether certification matters](/learn/certified-aeo-specialist): Learn what AEO specialists do, which certifications matter, the skills employers want, and salary expectations for this emerging role. - [How to Get Cited by Perplexity: A Reverse-Engineered Playbook](/learn/how-to-get-cited-by-perplexity): Learn the 8-step playbook to secure Perplexity citations: crawl access, content structure, authority signals, and measurement tactics for high-intent referral traffic. - [How to Rank in AI Overviews](/learn/rank-in-ai-overviews): How to get cited in Google AI Overviews: rank for the fan-out sub-queries Gemini generates, structure passages it can lift, and measure citations in GSC. - [What Is LLM Optimization?](/learn/llm-optimization): LLM optimization means making a model cheaper and faster, or getting AI answer engines to cite your brand. How to tell which you need and where to start. - [What Is LLM Seeding and How Does It Get You Into AI Answers?](/learn/llm-seeding): LLM seeding places your brand on the sources AI engines read, from review sites to Reddit. How the two ingestion paths work, where to seed, and what it costs. - [How to get recommended by AI search engines](/learn/how-to-get-recommended-ai-search): Learn the concrete tactics to earn brand citations in LLM answer engines, measure visibility, and maintain presence across ChatGPT, Perplexity, and Gemini. - [How to Track Brand Mentions in AI Search](/learn/track-brand-mentions-ai-search): Learn to monitor your brand in ChatGPT, Perplexity, Gemini, and Google AI Overviews. Build a prompt panel, measure share of voice, and close visibility gaps. - [How to audit content with AI agents](/learn/content-audit-ai-agents): Learn how AI agents continuously scan and score your content portfolio, replacing quarterly manual audits with always-on diagnosis and clear next actions. - [Building an AI Content Production Workflow That Scales](/learn/ai-copywriting-workflow-scale-production): Structure an AI copywriting workflow with context stacking, section-by-section drafting, and human editorial gates to scale content volume without sacrificing quality. - [Creating an Effective Content Inventory](/learn/content-inventory-guide): Learn how to catalog, evaluate, and manage all your website content with a practical content inventory spreadsheet and ROT analysis framework. - [How to Divide Labor Between Agentic Writing and Human Editing](/learn/ai-writing-vs-human-editing): How to split the work between AI writing and human editing. The agentic drafting model that scales content production without losing brand voice or search rankings. - [How to Humanize AI Text: An Editorial Workflow That Holds at Volume](/learn/how-to-humanize-ai-text): A step-by-step editorial workflow to humanize AI text and enforce brand voice at scale, with the detector, SEO, and ethics context behind it. - [Building AI Content Operations That Scale Without Sacrificing Quality](/learn/ai-content-operations-scale): Learn how to build a high-volume AI-assisted content production workflow with governance, structure, and risk-based review that maintains editorial quality. - [How to Build AI Content Workflow Control Without Losing Governance](/learn/ai-content-workflow-control-framework): Govern AI-assisted content production with task-based stages, approval gates, and role-based access. Scale without bottlenecks or compliance risk. - [How to Spot AI Writing Tells and Edit Them Out](/learn/ai-writing-tells-recognize-edit): Learn the stylistic patterns that mark AI-generated text (vocabulary, punctuation, rhythm, tone, voice) and how to edit them out while preserving brand voice. - [Content creation workflow: how modern teams structure it](/learn/content-creation-workflow): Build a repeatable content workflow with defined stages, roles, and handoffs. From ideation through measurement—plus where AI fits without losing quality. - [What Is Content Operations? People, Process, and Platform](/learn/what-is-content-operations): Learn what content operations is, how it differs from strategy, and the people, process, and platform framework that scales content production. - [Why AI detectors flag human writing](/learn/why-ai-detectors-flag-writing): Learn why AI detectors produce false positives on human text, how perplexity and burstiness work, and practical strategies to prove authorship. - [Pillar pages and topic clusters: how to architect a content hub](/learn/pillar-pages-topic-clusters-content-hub): Learn what pillar pages are, how topic clusters work, and how to architect a content hub that builds topical authority for search and AI answer engines. - [What Is a Content Hub: Structure, Strategy, and SEO Impact](/learn/what-is-content-hub): Understand what a content hub is, how it differs from blogs, and how to build one for topical authority and organic growth in B2B marketing. - [The educational section playbook: publish with volume, improve what earns signals](/learn/educational-content-section-playbook): How to give one section of your site to foundational, definitional content, publish it at an 80 percent bar, and spend expert time only on the pages that start to earn attention. - [Governing Content at Scale: A Framework for AI Agent Systems](/learn/content-governance-ai-agent-systems): Build a content governance framework that maintains quality and brand consistency as AI agents scale production. Learn policies, roles, workflows, and audit trails. - [What Content Lifecycle Management Is and How AI Agents Run It](/learn/content-lifecycle-management-ai-agents): Content lifecycle management governs content from planning to retirement. See how AI agents take the execution work while humans keep strategy and approval. - [How to Train AI on Your Brand Guidelines](/learn/train-ai-on-brand-guidelines): Convert abstract brand voice into executable AI rules, build a golden dataset, and configure persistent brand rules across tools with step-by-step guidance. - [A B2B Content Strategy Framework for AI Search](/learn/b2b-content-strategy-framework): Build a B2B content strategy for AI search with the Truth Layer framework: audit, ground truth, clusters, expert extraction, and measurement. - [How to Build an SEO Strategy for a SaaS Company](/learn/saas-seo-strategy): A repeatable SaaS SEO strategy built on a portfolio of page types tied to how software buyers search, a phased build sequence, AI answer visibility, and measurement that maps to pipeline. - [How to create an SEO content brief writers actually use](/learn/seo-content-brief): A step-by-step method for building an SEO content brief writers follow, with the fields that matter, a length guide, and a copyable worked example. - [What Is an Enterprise SEO Audit and How Does It Work at Scale?](/learn/enterprise-seo-audit): An enterprise SEO audit samples by template, reads server logs, and ships a scored backlog. Here is how it differs from a standard audit and how to run one. - [Frameworks for Managing Content Portfolios](/learn/content-portfolio-management-framework): Build a system to audit, categorize, and govern content assets as an investment base. Compound organic visibility and AI citations over time. - [How to Run a Content Gap Analysis That Tells You What To Build](/learn/content-gap-analysis): A seven-step content gap analysis: inventory, competitor keyword gaps, manual SERP reads, first-party demand, funnel mapping, scoring, and AI citation checks. - [Building a High-Performing GTM Team: Structure, Roles, and Execution](/learn/gtm-team): Learn how to structure, staff, and align a cross-functional GTM team to execute launches and drive revenue growth. Includes roles, KPIs, and AI's impact. - [The True Cost of In-House SEO vs. Outsourcing: A Financial Model for Marketing Leaders](/learn/in-house-seo-vs-outsourcing-cost): Compare total cost of ownership for building an internal SEO team versus hiring an agency. Model salary, tools, ramp time, and ROI to justify budget allocation. - [How to Build an Internal Linking Strategy That Drives SEO Results](/learn/internal-linking-strategy-seo): Learn how to structure internal links to improve crawlability, distribute link equity, and establish topical authority. Includes audit workflow and tool recommendations. - [Building Topical Authority for B2B SaaS: A Step-by-Step Framework](/learn/topical-authority-b2b-saas-framework): Learn how to build topical authority for B2B SaaS with cluster mapping, internal linking, and measurement strategies that outrank larger domains. - [Context Engineering for B2B Marketing Starts With an AI Context Layer](/learn/what-is-an-ai-context-layer): How context engineering applies to B2B marketing teams, what an AI context layer is, and why the layer is the asset your agents' accuracy depends on. - [Measuring AI search visibility: the metrics that matter to leadership](/learn/ai-search-visibility-metrics-leadership): Learn which AI visibility KPIs drive business outcomes: share of voice, citations, brand mentions, and how to report them to your board. - [How to Measure CTR in AI Search Engines: Citation Rates, Tools, and Formulas](/learn/measure-ctr-ai-search-engines): Learn how to measure CTR in AI search engines like ChatGPT and Perplexity. Replace rank-based metrics with citation rates, answer share, and GSOV formulas. - [How Click-Through Rate Drives Compounding ROI Across Paid and Organic Channels](/learn/click-through-rate-compounding-roi-metric): Understand how click-through rate feeds auction signals and organic rankings. Learn why CTR matters beyond vanity metrics and how to optimize it by channel. - [How to Report AI Search Visibility to Your Board](/learn/report-ai-search-visibility-to-boards): Package AI search visibility for the boardroom. The four numbers to lead with, how to narrate trend versus noise, and what to promise without overreaching. - [How to Present SEO Performance to Leadership](/learn/present-seo-performance-to-leadership): Present SEO performance to leadership in the terms they fund. The metrics that earn budget, the organic-vs-paid CAC model, and a five-beat deck structure that works. - [How to build an SEO reporting dashboard that leadership reads](/learn/seo-reporting-dashboard): The metrics that belong on an SEO dashboard executives will read, how to segment by content cluster, and a step-by-step build order. - [AI Presence Score: What It Is and How to Measure It](/learn/ai-presence-score): Learn what an AI presence score measures, how vendors calculate it, and how to build in-house tracking for AI visibility across ChatGPT, Gemini, and other platforms. - [How to Measure Content Marketing Pipeline Attribution in B2B](/learn/content-marketing-pipeline-attribution-b2b): Connect content touchpoints to pipeline and closed-won revenue. Learn attribution models, implementation, and tools for B2B marketing leaders. - [Measuring AI Share of Voice Across LLM Answer Engines](/learn/measuring-ai-share-of-voice): Track how often LLMs cite your brand versus competitors. Learn formulas, benchmarking methods, and tools to measure AI visibility and justify GEO investment. - [What KPIs Should You Track for Generative Engine Optimization?](/learn/geo-kpis): The KPI set for generative engine optimization: formulas, denominators, GA4 setup, per-engine measurability, benchmarks, and a one-page report template. - [How to Track AI Referral Traffic in GA4](/learn/track-ai-referral-traffic-ga4): Configure GA4 to isolate AI referral traffic from ChatGPT, Claude, Perplexity, and others. Step-by-step regex setup plus data limits explained. - [What a growth operating system is and how it works](/learn/growth-operating-system-definition): Learn what a growth operating system is and how it manages your website portfolio for visibility across search and AI answer engines. - [How AI Agents Execute Marketing Workflows Autonomously](/learn/marketing-ai-automation-agents-execution): Discover how AI agents replace rigid rule-based marketing automation with autonomous execution, real-time decisioning, and adaptive workflows that learn from data. - [What Copywriters Really Do in the Age of AI](/learn/copywriter-job-skills-salary-career-path): Explore the modern copywriter role: daily tasks, specializations, AI impact, salary ranges ($40K-$200K+), and how to land your first copywriting job. - [What a GTM Engineer Does: Building Automated Revenue Systems](/learn/what-is-gtm-engineer): Learn what GTM engineers build, required skills, tech stack, org placement, and compensation for this emerging revenue automation role. - [What a GTM System Looks Like For SaaS](/learn/what-is-gtm-b2b-saas): GTM is the repeatable system connecting your ICP to revenue motion. Learn the five core components, motions, and playbook for scaling B2B SaaS. - [Defining AI-Led Growth for B2B](/learn/ai-led-growth-b2b): AI-led growth is a GTM motion where owned intelligence shapes how buyers discover you through AI answer engines. Learn the framework and playbook. - [Building a B2B Marketing AI Stack: From Fragmentation to Connected Architecture](/learn/b2b-marketing-ai-stack-connected-architecture): Design an AI-native B2B marketing stack as connected architecture. Learn the four layers, avoid tool sprawl, ground strategy in first-party data, and prove revenue impact. - [Human-in-the-Loop AI Content Workflows](/learn/human-in-the-loop-ai-content-workflows): Design scalable editorial workflows that pair AI drafting with human oversight to protect quality, catch bias and hallucinations, and stay compliant.