--- title: "E-E-A-T for SEO: How to Demonstrate Real Experience" description: "Learn how to demonstrate E-E-A-T with real experience, qualified authorship, external recognition, transparent sourcing, and trustworthy page operations." canonical: "https://nikoalho.fi/writing/eeat/" language: "en" --- > Canonical source: [https://nikoalho.fi/writing/eeat/](https://nikoalho.fi/writing/eeat/) [← writing](https://nikoalho.fi/writing/) GEO Published 2026 · 05 · 20 Updated 2026 · 07 · 21 # E-E-A-T for SEO and LLM citations: how to actually demonstrate it E-E-A-T is an evaluation framework, not a score. Show real experience, qualified responsibility, external recognition, and trustworthy page operations. ![Niko Alho](https://nikoalho.fi/assets/niko-alho-avatar-96.webp) **Niko Alho**Operator in Turku · firsthand systems ![Editorial illustration for E-E-A-T for SEO and LLM citations: how to actually demonstrate it](https://nikoalho.fi/visuals/eeat.webp) ON THIS PAGE [01 What Is E-E-A-T? (The Non-Fluff Definition)](#what-is-e-e-a-t-the-non-fluff-definition) [02 E-E-A-T Is NOT a Ranking Factor (Here Is What It Is)](#e-e-a-t-is-not-a-ranking-factor-here-is-what-it-is) [03 Experience: How to Demonstrate First-Hand Knowledge](#experience-how-to-demonstrate-first-hand-knowledge) [04 See the experience moat in action](#see-the-experience-moat-in-action) [05 Expertise: Building Credible Author Profiles](#expertise-building-credible-author-profiles) [06 Map author signals to Person schema](#map-author-signals-to-person-schema) [07 Authoritativeness: Earning Industry Recognition](#authoritativeness-earning-industry-recognition) [08 Trustworthiness: The Foundation of E-E-A-T](#trustworthiness-the-foundation-of-e-e-a-t) [09 The E-E-A-T Audit Checklist (For B2B SaaS)](#the-e-e-a-t-audit-checklist-for-b2b-saas) [10 Score your E-E-A-T readiness](#score-your-e-e-a-t-readiness) [11 Why Systems Beat Hacks](#why-systems-beat-hacks) PROGRESS 0% ON THIS PAGE 11 sections [01 What Is E-E-A-T? (The Non-Fluff Definition)](#what-is-e-e-a-t-the-non-fluff-definition) [02 E-E-A-T Is NOT a Ranking Factor (Here Is What It Is)](#e-e-a-t-is-not-a-ranking-factor-here-is-what-it-is) [03 Experience: How to Demonstrate First-Hand Knowledge](#experience-how-to-demonstrate-first-hand-knowledge) [04 See the experience moat in action](#see-the-experience-moat-in-action) [05 Expertise: Building Credible Author Profiles](#expertise-building-credible-author-profiles) [06 Map author signals to Person schema](#map-author-signals-to-person-schema) [07 Authoritativeness: Earning Industry Recognition](#authoritativeness-earning-industry-recognition) [08 Trustworthiness: The Foundation of E-E-A-T](#trustworthiness-the-foundation-of-e-e-a-t) [09 The E-E-A-T Audit Checklist (For B2B SaaS)](#the-e-e-a-t-audit-checklist-for-b2b-saas) [10 Score your E-E-A-T readiness](#score-your-e-e-a-t-readiness) [11 Why Systems Beat Hacks](#why-systems-beat-hacks) **TL;DR** The useful bits - 10-min read - 4 takeaways 1. 01 E-E-A-T is not a score or one direct ranking factor; Google's quality raters use it to evaluate whether search systems surface helpful, reliable results. 2. 02 Slapping a generic author bio at the bottom of a post is cosmetic theater; the algorithm reads structural trust signals across the whole domain. 3. 03 Experience is the defensive moat against AI content: an LLM can fake expertise but cannot describe a 3 AM server-migration workaround. 4. 04 In B2B with €50k+ ACVs, E-E-A-T is the credibility floor for closing enterprise deals, not just a ranking nice-to-have. A/01 Direct answer What is E-E-A-T in SEO? E-E-A-T stands for Experience, Expertise, Authoritativeness, and Trustworthiness. Google's quality raters use the framework to evaluate result quality, while Google says E-E-A-T itself is not a specific ranking factor. Trust is central, and the expected evidence depends on the page purpose and risk. Evidence Google's people-first content guidance asks who created content, how it was produced, and why it exists. It says stronger E-E-A-T-aligned signals receive more weight for topics that can affect health, financial stability, or safety. **What is E-E-A-T?** E-E-A-T stands for **Experience, Expertise, Authoritativeness, and Trustworthiness**. It is not a score or one direct ranking factor you can manipulate with metadata. Google’s human Quality Raters use the framework to evaluate whether search systems surface helpful, reliable results. The evidence expected depends on the page purpose, claim, and potential harm. * * * Most agencies treat E-E-A-T like a cosmetic checklist. They slap a generic author bio at the bottom of a blog post, add a few LinkedIn links, and mark the task as “optimized.” This is lazy. In the B2B SaaS world, it is a liability. When you are selling software with a €50k ACV (Annual Contract Value), trust isn’t a “nice-to-have”—it is the currency of the deal. If your site lacks E-E-A-T, you aren’t just losing keyword rankings; you are losing the fundamental credibility required to close enterprise deals. E-E-A-T is inseparable from the [hub-and-spoke authority model](https://nikoalho.fi/writing/topical-authority/) — one proves depth, the other proves trust. Google’s search results are shifting. The algorithm is aggressively filtering out generic, AI-generated noise in favor of content that demonstrates genuine human experience. To survive this shift, you don’t need better blog posts. You need a system that proves your company knows what it’s talking about. Here is how we engineer E-E-A-T into your SEO infrastructure. ## What Is E-E-A-T? (The Non-Fluff Definition) E-E-A-T is Google’s method for separating valid information from dangerous noise. It is the governing philosophy behind the **Google Quality Rater Guidelines**—a 160+ page document used by thousands of human evaluators to grade search results. Here is the breakdown of the acronym: - **Experience:** Does the content creator have first-hand experience? (Did they actually use the software, visit the location, or solve the problem?) - **Expertise:** Does the creator have the necessary knowledge or skill? (Are they a qualified engineer or a seasoned practitioner?) - **Authoritativeness:** Is the website known as a go-to source? (Do other experts cite them?) - **Trustworthiness:** Is the page accurate, safe, and honest? ### The “Double-E” Evolution: Why Experience Matters Now In late 2022, Google added “Experience” to the existing E-A-T acronym. This was a strategic defensive move against the rise of generative AI. AI can fake expertise. An LLM (Large Language Model) can recite the technical specifications of a cloud migration perfectly because it has ingested every manual on the internet. That is *Expertise* (facts). But an LLM cannot tell you what it felt like when the server migration failed at 3:00 AM on a Sunday, or the specific workaround required when the API documentation was wrong. That is *Experience* (doing). For B2B Tech companies, “Experience” is your moat. If your content is purely informational without the nuance of lived experience, you are competing directly with AI—and you will lose on volume and cost. ## E-E-A-T Is NOT a Ranking Factor (Here Is What It Is) Let’s kill a common myth immediately: **There is no such thing as an “E-E-A-T Score.”** You cannot open Semrush or Ahrefs and see that your site has a score of 72/100. Google does not have a single dial in their algorithm that they turn up or down based on your author bios. ### The Mechanism: How It Actually Works E-E-A-T works through a feedback loop involving **Search Quality Raters**. 1. **The Raters:** Google employs thousands of human contractors. 2. **The Test:** These raters perform searches and grade results based on the Quality Rater Guidelines. They look for evidence of E-E-A-T. 3. **The Training:** These grades **do not** directly affect the ranking of the specific page reviewed. Instead, this data trains Google’s core ranking systems. The algorithm is adjusted to identify the *patterns* that humans flagged as high-quality. E-E-A-T is the target the algorithm is shooting for. If your site aligns with these patterns, you are future-proofing your traffic. When E-E-A-T investment pays off + WORKS WELL - **YMYL topics (health, finance, safety).** When bad advice can cause serious harm, qualified responsibility, sourcing, and trust operations need more scrutiny. - **High-ACV B2B sales.** A €50k decision needs a credibility floor. E-E-A-T signals double as sales-enablement assets. - **Original-research publishers.** Data studies and proprietary analysis are the fastest path to authority and citations. − WATCH OUT - **Pure entertainment or lifestyle.** Lower YMYL stakes mean Google weights E-E-A-T less aggressively. Polish, don't obsess. - **Anonymous brands by design.** If your model requires no named authors (some affiliate or aggregator sites), prioritize other trust signals. - **Pure AI content factories.** Without first-hand experience, no schema markup will manufacture E-E-A-T. The signal needs a real human behind it. ## Experience: How to Demonstrate First-Hand Knowledge In the B2B sector, “Experience” is the difference between a theorist and a practitioner. - **Theorist:** *“Five benefits of using Kubernetes for container orchestration.”* - **Practitioner:** *“How we cut our deployment time by 40% using Kubernetes (and the 3 mistakes that almost crashed production).”* The first article is a commodity. The second is a revenue asset. ### The Problem with “Ghost Content” Most B2B blogs are filled with content written by freelancers who have never used the product they are writing about. They research the topic on Google, rewrite what your competitors said, and hand it to you. This creates an echo chamber of generic advice. Google’s core ranking systems are now designed to identify and demote this type of unoriginal work. ### How to Systematize Experience Signals To demonstrate experience, you must change *how* you produce content. 1. **First-Person Narrative:** Use “I” and “We.” “It was found that…” sounds academic. “We discovered…” sounds like you were there. 2. **Visual Evidence:** Stop using stock photos. Use screenshots of your dashboard or code snippets from your repository. Unique media proves you have access to the thing you claim to know. 3. **The “Mistake” Strategy:** Paradoxically, admitting failure builds trust. Only someone with real experience knows what goes wrong. Discussing the nuances and failures of a process signals deep familiarity. ## See the experience moat in action 01 Visual model E-E-A-T SIGNAL MAP E Experience - First-hand use - Case studies - Personal insights - Original data E Expertise - Credentials - Technical depth - Industry knowledge - Published works A Authoritativeness - Brand recognition - Citations by others - Awards - Media mentions T Trustworthiness - HTTPS - Privacy policy - Accurate claims - Transparent sourcing Trust is the foundation of E-E-A-T ## Expertise: Building Credible Author Profiles For **YMYL** (Your Money or Your Life) topics, expertise is non-negotiable. YMYL topics—such as consequential health, financial, or safety advice—require higher scrutiny because bad information can cause real harm. B2B SaaS is not automatically YMYL. A routine project-management comparison and security guidance affecting regulated data do not carry the same risk. If you are advising on financial compliance software, the author cannot be “Admin.” The author must be a compliance officer or a verified product expert. ### The Author Architecture System You need to architect your site so Google can connect the dots between your content and your experts. **1\. The “Admin” Killer** Never publish under a generic user. Every post generally needs a named human author to signal accountability—especially in YMYL industries. In an [anonymized Magento YMYL ecommerce case](https://nikoalho.fi/writing/ecommerce-technical-seo/#a-ymyl-ecommerce-case-where-dr-was-not-the-story), substantive health articles still needed a stronger publication system. Every article received a named pharmacist with real publishing responsibility, while the template was rebuilt for readability and clearer HTML semantics. The important change was real responsibility in the workflow, not a decorative author box. **2\. The Entity Connection** You need to turn your author’s name into an Entity in Google’s Knowledge Graph. - **Detailed Bios:** Don’t just say “Tech Enthusiast.” Say “Senior DevOps Engineer with 10 years of experience in AWS infrastructure.” - **Social Proof:** Link directly to the author’s LinkedIn profile and X (Twitter) account. - **Cross-Pollination:** If your CTO writes for industry journals, link to those articles from their bio on your site. This transfers authority from those domains to yours. **3\. Schema Markup (The Technical Layer)** This is where the “Systems” approach comes in. Use `Person` Schema markup to explicitly define the author to search engines. - `sameAs`: Link to their social profiles. - `jobTitle`: Define their role. - `knowsAbout`: List the specific topics they are experts in. This feeds the Knowledge Graph directly, making it easier for Google to verify your content’s E-E-A-T. ## Map author signals to Person schema 02 Reference table | Signal | Present? | Implementation Method | Impact | | --- | --- | --- | --- | | Author bio with credentials | ✓ | Schema + visible bio | High | | First-hand experience shown | ✗ | Case studies, screenshots | High | | Original research/data | ✗ | Studies, surveys, datasets | Critical | | Expert citations | ✗ | Linked references | Medium | | HTTPS enabled | ✓ | SSL certificate | Critical | | Privacy policy | ✓ | Legal page | Medium | | Contact information | ✓ | Structured data | Medium | | Editorial policy | ✗ | Published standards | Low | | Fact-checking process | ✗ | Visible methodology | Medium | | Update dates shown | ✓ | Last modified schema | Medium | | External backlinks from authorities | ✗ | Outreach, PR | High | | Industry awards/recognition | ✗ | About page, schema | Medium | | User reviews/testimonials | ✗ | Review schema | Medium | | Clear sourcing | ✗ | Inline citations | High | | Consistent NAP data | ✗ | Local schema | Medium | ## Authoritativeness: Earning Industry Recognition Expertise is what you know. Authoritativeness is who listens to you. You can be the smartest engineer in the room, but if no one cites your work, you have low authority in Google’s eyes. Authority is a relative metric—it is measured by the quality of incoming signals from the rest of the web. ### Taxonomy and Folksonomy To build authority, understand the relationship between how *you* organize knowledge versus how *the public* does. - **Taxonomy:** How you organize your site structure and internal linking. This signals to Google that you have a comprehensive grasp of your subject matter. - **Folksonomy:** How the public tags and describes you (e.g., on Reddit or Stack Overflow). **The Authority Gap:** If your Taxonomy says you are an expert in “Enterprise Cyber Security,” but public discussion only mentions you regarding “Cheap Antivirus Software,” you have an authority gap. To fix this, publish original research—data studies, white papers, and engineering breakdowns—that forces the industry to cite you as the expert in your target category. A structured [link building](https://nikoalho.fi/writing/link-building-dead/) strategy accelerates this process. ## Trustworthiness: The Foundation of E-E-A-T According to the Quality Rater Guidelines, **Trustworthiness** is the most important member of the E-E-A-T family. You can have a Ph.D. (Expertise) and 20 years on the job (Experience), but if your site looks like a scam, Google will bury it. For B2B SaaS, trust is technical and operational. ### The Trust Infrastructure - **Site Security:** HTTPS is the absolute baseline. If your SSL is broken, browsers warn users your site is unsafe, killing your traffic instantly. - **Monetization Transparency:** If you have affiliate links or partnerships, disclose them clearly at the top of the content. Hidden bias destroys trust. - **Contact Accessibility:** A “Contact Us” form that goes into a black hole is a trust killer. You need a physical address and clear support channels. - **Citation Hygiene:** Who do you link to? Linking to Wikipedia or low-quality blogs looks amateur. Link to primary sources, government data, and academic papers. - **Content Maintenance:** Outdated content is untrustworthy. An article about “Best SEO Practices” written in 2019 is actively harmful if not updated. ## The E-E-A-T Audit Checklist (For B2B SaaS) Stop guessing. Use this checklist to audit your system. If you fail these checks, you are leaking revenue potential. | Component | The Failure (Common Mistakes) | The System Fix (Revenue-Focused) | | --- | --- | --- | | **Author Bios** | “Written by Content Team” or generic “Admin” user. | **Real Humans:** Assign posts to subject matter experts. Use `Person` Schema linked to LinkedIn. | | **About Page** | Vague mission statements. | **Capabilities Deck:** List specific leadership experience, investors, and verifiable history. | | **Citations** | No external links, or links to competitors. | **Primary Sourcing:** Link to government data, original studies, or documentation. | | **Content Depth** | 500-word fluff pieces summarizing other Google results. | **Expert Insight:** 1,500+ words including unique data, screenshots, and “we tested this” narratives. | | **Policies** | Hidden or generic Privacy/Terms pages. | **Transparency:** Clear Editorial Policy explaining how content is vetted. | | **Date Stamps** | No dates, or old dates (e.g., “Published 2021”). | **Freshness Protocol:** Display “Last Updated” dates. Implement a quarterly review cycle. | ## Score your E-E-A-T readiness 03 Working tool E-E-A-T Gap Analyzer Check each signal your site currently implements. Experience First-hand experience demonstrated Case studies included Original data provided Expertise Author credentials visible Technical depth demonstrated Published works referenced Authoritativeness Brand citations from other sites Industry awards or recognition Media mentions earned Trustworthiness HTTPS enabled Privacy policy published Accurate sourcing throughout E-E-A-T Coverage 0% Signals Present 0 / 12 Missing Signals 12 **Priority Recommendation** First-hand experience demonstrated ## Why Systems Beat Hacks There is no plugin that installs E-E-A-T. There is no meta tag for “Trust.” E-E-A-T is a reflection of your actual business reality. If you are a legitimate expert, your SEO strategy should amplify that reality, not fabricate it. The old SEO playbook was about tricking the crawler. The new playbook is about convincing the user (and the quality rater) that you are the safest, most knowledgeable choice in the market. This requires a shift in mindset. You are not building “content marketing campaigns.” You are building a knowledge infrastructure. You are establishing **[topical authority as the foundation](https://nikoalho.fi/writing/topical-authority/)** of your digital presence. By systematizing your E-E-A-T signals—through schema, authorship architecture, and experience-led content—you move beyond fighting for keywords and start dominating entities. This is the core of **[entity-based SEO for semantic quality](https://nikoalho.fi/writing/entity-based-seo/)**. When you get this right, SEO stops being a traffic game and becomes a pipeline game. High E-E-A-T content brings in educated, high-intent buyers ready to trust you with their budget—and the [SEO ROI](https://nikoalho.fi/writing/seo-roi/) compounds over time. Build the system. Earn the trust. Capture the revenue. E-E-A-T signals are the trust filter that decides whether LLMs cite you or skip you — they sit at the heart of [generative engine optimization](https://nikoalho.fi/writing/generative-engine-optimization/). WANT YOUR E-E-A-T ARCHITECTURE AUDITED? I engineer trust signals into B2B SaaS infrastructure — author schema, editorial policy, source hygiene. [Book a 20-min intro →](https://nikoalho.fi/book/) Questions people actually ask FAQ · 5 Q01 Is E-E-A-T a ranking factor? + No, not directly. E-E-A-T is the target Google's algorithm is trained to reward, via grades from human Quality Raters. You can't optimize for an E-E-A-T score, but you can optimize for the patterns it measures. Q02 What is the difference between Experience and Expertise? + Expertise is knowing the facts; Experience is having done the work. An LLM has expertise on AWS migrations from reading manuals. Only a practitioner has the experience of fixing a failed migration at 3 AM. Q03 How do I demonstrate E-E-A-T on a B2B SaaS site? + Named human authors with Person schema, detailed bios linking to LinkedIn, first-person narratives with screenshots and code, primary-source citations, and a clear editorial policy. Q04 Does AI-generated content kill E-E-A-T? + Not necessarily. AI-assisted content with a named human expert editor, original data, and lived-experience anecdotes can rank well. Fully unattributed AI fluff gets demoted. Q05 What's a YMYL topic and why does it matter? + YMYL covers topics that can significantly affect health, financial stability, safety, or societal welfare. The evidence bar is higher because harmful errors carry real consequences. B2B SaaS is not automatically YMYL; classify the actual advice and risk. Sources & further reading 1. \[01\] [Search Quality Rater Guidelines](https://services.google.com/fh/files/misc/hsw-sqrg.pdf) Google DOC 2. \[02\] [What is E-E-A-T?](https://developers.google.com/search/docs/fundamentals/creating-helpful-content) Google Search Central DOC 3. \[03\] [E-E-A-T explained](https://searchengineland.com/e-e-a-t-google-quality-rater-guidelines-394307) Search Engine Land GUIDE ![Niko Alho](https://nikoalho.fi/assets/niko-alho-avatar-192.webp) Niko Alho I run agentic SEO and build custom AI for B2B companies. Based in Turku. [About →](https://nikoalho.fi/about/) KEEP READING ## More on geo. - [![Editorial illustration for AI Recommendation Index: what six models recommend](https://nikoalho.fi/visuals/ai-recommendation-index.webp) GEO 2026 · 07 · 17 AI Recommendation Index: what six models recommend A transparent index of 144 AI answers across four software categories, with share of voice, first-pi… read →](https://nikoalho.fi/writing/ai-recommendation-index/) - [![Editorial illustration for LLM SEO: how to optimize for AI search and citations](https://nikoalho.fi/visuals/llm-seo.webp) GEO 2026 · 07 · 17 LLM SEO: how to optimize for AI search and citations A practical LLM SEO system for crawl access, source selection, citable passages, entity clarity, and… read →](https://nikoalho.fi/writing/llm-seo/) - [![Editorial illustration for Which accounting software does AI recommend?](https://nikoalho.fi/visuals/ai-accounting-software-recommendations-2026.webp) GEO 2026 · 06 · 23 Which accounting software does AI recommend? Which accounting software do AI assistants recommend? Results from 36 answers across six models, wit… read →](https://nikoalho.fi/writing/ai-accounting-software-recommendations-2026/) [More writing →](https://nikoalho.fi/writing/) Direct with Niko · 20-min intro, no pitch [Book a slot →](https://nikoalho.fi/book/) ## Structured data ```json { "@context": "https://schema.org", "@type": "WebSite", "@id": "https://nikoalho.fi/#website", "url": "https://nikoalho.fi/", "name": "Niko Alho", "description": "Agentic SEO and custom AI builds for B2B companies.", "inLanguage": "en", "publisher": { "@id": "https://nikoalho.fi/#person" }, "potentialAction": { "@type": "SearchAction", "target": { "@type": "EntryPoint", "urlTemplate": "https://nikoalho.fi/search/?q={search_term_string}" }, "query-input": "required name=search_term_string" } } ``` ```json { "@context": "https://schema.org", "@type": "Person", "@id": "https://nikoalho.fi/#person", "name": "Niko Alho", "givenName": "Niko", "familyName": "Alho", "url": "https://nikoalho.fi/about/", "image": "https://nikoalho.fi/og/default.png", "jobTitle": "Agentic SEO & Custom AI Consultant", "email": "mailto:contact@nikoalho.fi", "telephone": "+358401539426", "address": { "@type": "PostalAddress", "addressLocality": "Turku", "addressCountry": "FI" }, "knowsAbout": [ "Search Engine Optimization", "Agentic SEO", "Topical Authority", "Retrieval-Augmented Generation", "Large Language Models", "Custom AI Builds", "B2B SaaS Content Strategy", "Schema.org Structured Data", "Generative Engine Optimization" ], "knowsLanguage": [ "en", "fi" ], "worksFor": { "@id": "https://nikoalho.fi/#organization" }, "sameAs": [ "https://www.linkedin.com/in/nikoalho/", "https://github.com/alhoniko" ] } ``` ```json { "@context": "https://schema.org", "@type": "ProfessionalService", "@id": "https://nikoalho.fi/#organization", "name": "Niko Alho — SEO & AI Automation", "alternateName": "Niko Alho", "description": "Agentic SEO and custom AI builds for B2B companies.", "url": "https://nikoalho.fi/", "image": "https://nikoalho.fi/og/default.png", "logo": "https://nikoalho.fi/assets/logo-mark.svg", "email": "mailto:contact@nikoalho.fi", "telephone": "+358401539426", "priceRange": "$$$", "founder": { "@id": "https://nikoalho.fi/#person" }, "employee": { "@id": "https://nikoalho.fi/#person" }, "knowsLanguage": [ "en", "fi" ], "address": { "@type": "PostalAddress", "addressLocality": "Turku", "addressCountry": "FI" }, "areaServed": [ { "@type": "City", "name": "Turku" }, { "@type": "City", "name": "Helsinki" }, { "@type": "Country", "name": "Finland" }, { "@type": "Place", "name": "European Union" }, { "@type": "Place", "name": "Worldwide (remote)" } ] } ``` ```json { "@context": "https://schema.org", "@type": "TechArticle", "@id": "https://nikoalho.fi/writing/eeat/#article", "headline": "E-E-A-T for SEO and LLM citations: how to actually demonstrate it", "name": "E-E-A-T for SEO and LLM citations: how to actually demonstrate it", "description": "E-E-A-T is an evaluation framework, not a score. 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E-E-A-T is the target Google's algorithm is trained to reward, via grades from human Quality Raters. You can't optimize for an E-E-A-T score, but you can optimize for the patterns it measures." } }, { "@type": "Question", "name": "What is the difference between Experience and Expertise?", "acceptedAnswer": { "@type": "Answer", "text": "Expertise is knowing the facts; Experience is having done the work. An LLM has expertise on AWS migrations from reading manuals. Only a practitioner has the experience of fixing a failed migration at 3 AM." } }, { "@type": "Question", "name": "How do I demonstrate E-E-A-T on a B2B SaaS site?", "acceptedAnswer": { "@type": "Answer", "text": "Named human authors with Person schema, detailed bios linking to LinkedIn, first-person narratives with screenshots and code, primary-source citations, and a clear editorial policy." } }, { "@type": "Question", "name": "Does AI-generated content kill E-E-A-T?", "acceptedAnswer": { "@type": "Answer", "text": "Not necessarily. AI-assisted content with a named human expert editor, original data, and lived-experience anecdotes can rank well. Fully unattributed AI fluff gets demoted." } }, { "@type": "Question", "name": "What's a YMYL topic and why does it matter?", "acceptedAnswer": { "@type": "Answer", "text": "YMYL covers topics that can significantly affect health, financial stability, safety, or societal welfare. The evidence bar is higher because harmful errors carry real consequences. B2B SaaS is not automatically YMYL; classify the actual advice and risk." } } ] } ```