Question 1 (Module 1) What is the fundamental difference between SEO and GEO?
GEO is just another name for SEO With SEO the user gets links, with GEO a curated AI answer GEO only works for B2B companies SEO and GEO have no overlapWith GEO, citation instead of position is the goal.
Question 2 (Module 1) Why is GEO strategically important right now?
Google is shutting down search AI models will soon stop crawling websites Facts anchored early create a first-mover advantage SEO will be banned from 2027Whoever anchors facts in machine-readable form today wins the AI advantage.
Question 3 (Module 1) How do SEO and GEO relate to each other?
GEO completely replaces SEO They overlap by ~60% and complement each other They are completely different GEO is a subfield of SEO~60% overlap (content quality, E-E-A-T, structured data).
Question 4 (Module 1) What is the common denominator of all AI engines?
They all use the same model They all only evaluate backlinks They all only crawl Wikipedia Structured data, hierarchy and verifiable factsDespite different methods, this is the common denominator.
Question 5 (Module 1) Why do many GEO initiatives fail?
They stop at diagnosis without implementing They use too many keywords They ignore social media They implement too quicklyDiagnosis alone does not solve the problem — execution is decisive.
Question 6 (Module 2) Which three dimensions does an AI Visibility Score combine?
Backlinks, keywords, social signals Page speed, mobile score, SEO score Technical machine-readability, brand accuracy, citation rate Design, content, codeThe 3 dimensions of the AI Visibility Score.
Question 7 (Module 2) Which audit category is most effective for management presentations?
Technical Foundation Brand Accuracy Competitive Positioning Schema & Structured DataDemonstrating live that the AI recommends the competitor = pressure to act.
Question 8 (Module 2) What is the anti-bot paradox?
Bots keep getting faster Bots cannot recognize images Too many bots overload servers Security measures also block legitimate AI crawlers60% of reputable sites block AI crawlers, but only 9% of misinformation sites do.
Question 9 (Module 2) What does a score of 45 (grade C) mean?
Fundamental GEO work is missing; AIs recommend the competitor The website is perfectly optimized Only minor adjustments needed The website was never indexedGrade C = below average. Competitors are preferred.
Question 10 (Module 2) Why is sameAs so effective?
It improves page load time It increases backlinks AI can cross-validate claims via independent sources It makes images machine-readablesameAs links to Wikipedia, LinkedIn → AI can verify facts independently.
Question 11 (Module 3) What happens when robots.txt returns a 404?
AI crawls the entire website AI crawls conservatively — less data The website is deindexed No effectPer RFC 9309, a missing robots.txt (404) counts as "no restrictions" — crawlers may crawl the entire website. Only 5xx errors lead to conservative behavior. An explicit robots.txt remains best practice.
Question 12 (Module 3) What are the 4 golden rules for the llms.txt?
Keywords, backlinks, meta tags, alt texts HTML, CSS, JavaScript, PHP Short, creative, dynamic, innovative Fact density, citable sentences, consistency, max. 4,000 tokensFact density over marketing, citable, consistent, max. 4,000 tokens.
Question 13 (Module 3) What is the alt-text formula for Visual GEO?
Subject + Context + Material + Brand Keyword + Keyword + Keyword File name + size + format "Image" + number[Subject] + [Context] + [Material/Property] + [Brand].
Question 14 (Module 3) Which JSON-LD schema types are required?
Recipe, Event, HowTo Organization alone is sufficient Organization, WebSite, BreadcrumbList, FAQPage There are no required schemasThe base set: Organization, WebSite, BreadcrumbList, FAQPage.
Question 15 (Module 3) What is Answer Density?
Number of answers per page Concentration of citable facts in the first 100 words Length of FAQ answers How fast the AI answersFact density at the top of the page — the first 50-100 words decide.
Question 16 (Module 4) What can context markers do that standard schema cannot?
Make images machine-readable Better SEO rankings Tell the AI WHEN to recommend a brand Improve page load timeContext markers answer: in which situation should the AI recommend?
Question 17 (Module 4) Which 3 core questions do context markers answer?
Brand personality, recommendation triggers, negative markers Price, quality, availability HTML, CSS, JavaScript Name, address, phoneBrand personality, when to recommend, when NOT to recommend.
Question 18 (Module 4) Why are negative markers strategically valuable?
They reduce file size Higher precision, trust signal, less hallucination Required for Google Ads They improve page load timeMore precise recommendations, professional integrity, prevents hallucinated scenarios.
Question 19 (Module 4) Which layer reaches browsing agents like ChatGPT-User?
Layer 1: Meta tags Layer 2: JSON-LD Layer 4: Microdata Layer 3: sr-onlyLayer 3 (sr-only) is read by browsing agents that traverse the DOM.
Question 20 (Module 4) What happens when sr-only and visible content are inconsistent?
AI prefers the sr-only text Nothing, AI ignores sr-only AI rates the page as unreliable Website is deindexedInconsistency = AI detects the contradiction → page is rated as unreliable.
Question 21 (Module 5) What is the basic principle of AI-bot middleware?
Block all bots AI crawlers receive a data-optimized version Website gets faster It is a CMS pluginAI crawlers → optimized code, humans → normal page.
Question 22 (Module 5) How does the middleware detect AI crawlers?
By IP address By screen resolution By the User-Agent string By page load timeUser-Agent string = digital ID in the HTTP header.
Question 23 (Module 5) What does zero-code optimization mean?
Optimizations in the CDN, without touching the CMS source code No programming required Website has no code Only CSS changesZero-code = schema injection directly in the CDN/edge network.
Question 24 (Module 5) Which problem does endpoint routing solve?
Slow load times Missing backlinks Too little content CMS does not allow files like llms.txtServe llms.txt from the edge cache when the CMS does not allow .txt uploads.
Question 25 (Module 5) When is edge routing absolutely necessary?
For every website For legacy CMS or closed SaaS systems Only for e-commerce Only for 1,000+ pagesLegacy CMS and SaaS systems do not allow direct code changes.
Question 26 (Module 6) What distinguishes an ImageObject schema from an alt text?
Nothing, both describe images ImageObject is faster ImageObject provides creator, license, date and proof of authenticity Alt text is for AI, ImageObject for humansAn alt text says "Here is X". An ImageObject provides structured metadata: creator, license, date, authenticity.
Question 27 (Module 6) What does Speakable schema do?
It improves the load time of audio files It marks text passages suitable for being read aloud by AI assistants It converts text into audio It is only relevant for podcastsSpeakable is a highlighter: "Read THESE passages aloud" — crucial for Google Search Live.
Question 28 (Module 6) Why is lazy loading problematic for Visual GEO?
AI crawlers do not scroll — lazy-loaded images do not exist for them Lazy loading reduces image quality AI crawlers cannot execute JavaScript Lazy loading slows down the serverMany bots load pages without scrolling → images with loading="lazy" are never loaded.
Question 29 (Module 6) What is Clip schema for in videos?
For compressing video files For creating thumbnails For linking to YouTube The AI can cite specific timestamps within a videoClip schema allows the AI to cite exactly the 30 seconds that answer the question.
Question 30 (Module 6) What does Google Personal Intelligence change for GEO?
Google crawls users' personal data Keywords become less important Granular structured data enables more personalized matching Only local businesses benefitThe more granular your data (team size, price tier, region, compliance), the better the matching.
Question 31 (Module 7) How many phases does a professional GEO audit have?
3 phases 4 phases 6 phases 5 phases5 phases: Discovery, Schema Deep Dive, E-E-A-T, Brand Accuracy, Competitive Benchmark.
Question 32 (Module 7) What belongs in the 🔴 "Immediate" priority (week 1)?
Blocked AI access or incorrect information Implementing context markers Setting up edge routing Optimizing Visual GEO🔴 Immediate = AI access blocked or incorrect info in the schema.
Question 33 (Module 7) Which phase of the audit starts in the code?
Phase 4: Brand Accuracy Phase 5: Competitive Benchmark Phase 2: Schema & Content Deep Dive Phase 1: DiscoveryPhase 2 analyzes JSON-LD, context markers, answer density and alt texts.
Question 34 (Module 7) What is the most important mistake in audit reports?
Too many pages Writing the report for yourself instead of for the recipient Too few code examples No imagesA CTO doesn't need a JSON-LD explanation; a marketing manager doesn't need code snippets.
Question 35 (Module 7) What is the passing threshold for certification?
70% (25 of 35 questions) 50% (18 of 35 questions) 90% (32 of 35 questions) 100% (all 35 questions)70% = 25 of 35 questions answered correctly.
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