{"slug": "an-engineering-first-ai-era-seo-manual-that-can-take-someone-from-zero-to-all", "title": "🌐 An engineering-first, AI-era SEO manual that can take someone from zero to all-rounded SEO engineer.", "summary": "A developer has published an engineering-first SEO manual designed to take readers from beginner to all-rounded SEO engineer, covering ranking strategies for Google Search, AI Overviews, and LLM-powered engines like ChatGPT and Perplexity. The guide reframes modern SEO as systems engineering combined with information retrieval, addressing technical performance, content systems, data experimentation, and AI visibility. It includes a full implementation playbook for building AI-ready platforms.", "body_md": "A full-stack, engineering-first blueprint for ranking in Google search, AI Overviews, and LLM-powered engines like ChatGPT, Claude, Perplexity, and Gemini.\n\n[1. Mental Model: From SEO to SEO Engineering](https://gist.github.com/starred.atom#1-mental-model-from-seo-to-seo-engineering)[2. How Search Engines and LLM Search Work](https://gist.github.com/starred.atom#2-how-search-engines-and-llm-search-work)[3. Technical SEO for Developers: An Engineering Checklist](https://gist.github.com/starred.atom#3-technical-seo-for-developers-an-engineering-checklist)[4. Content SEO: Information Architecture, On-Page, and E-E-A-T](https://gist.github.com/starred.atom#4-content-seo-information-architecture-on-page-and-e-e-a-t)[5. AI / LLM SEO: Showing Up in AI Answers](https://gist.github.com/starred.atom#5-ai--llm-seo-showing-up-in-ai-answers)[6. Tooling and Stack: Free vs Paid](https://gist.github.com/starred.atom#6-tooling-and-stack-free-vs-paid)[7. Measurement, Metrics, and Dashboards](https://gist.github.com/starred.atom#7-measurement-metrics-and-dashboards)[8. Learning Path: From Beginner to SEO Engineer](https://gist.github.com/starred.atom#8-learning-path-from-beginner-to-seo-engineer)[9. Implementation Playbook: From Idea to AI-Ready Platform](https://gist.github.com/starred.atom#9-implementation-playbook-from-idea-to-ai-ready-platform)[10. What \"All-Rounded SEO Engineer\" Means in the AI Era](https://gist.github.com/starred.atom#10-what-all-rounded-seo-engineer-means-in-the-ai-era)[References](https://gist.github.com/starred.atom#references)\n\nTraditional SEO was largely about keywords, backlinks, and on-page tweaks.\nModern SEO is closer to systems engineering plus information retrieval applied to the open web and LLM ecosystems.[1](https://gist.github.com/starred.atom#user-content-fn-1-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\nSEO engineering combines:\n\n**Information retrieval (IR) fundamentals**: How systems like Google use crawlers, indexes, ranking functions (BM25, vector search, learning-to-rank) to order documents.[3](https://gist.github.com/starred.atom#user-content-fn-3-66ff172076fd8e7acf65a3968d005083)[4](https://gist.github.com/starred.atom#user-content-fn-4-66ff172076fd8e7acf65a3968d005083)**Web performance and UX engineering**: Core Web Vitals (LCP, INP, CLS) and responsive, accessible UX as first-class ranking and satisfaction signals.[5](https://gist.github.com/starred.atom#user-content-fn-5-66ff172076fd8e7acf65a3968d005083)[6](https://gist.github.com/starred.atom#user-content-fn-6-66ff172076fd8e7acf65a3968d005083)[7](https://gist.github.com/starred.atom#user-content-fn-7-66ff172076fd8e7acf65a3968d005083)**Content systems**: Topic modeling, programmatic SEO, internal knowledge graphs, and scalable content generation processes.[8](https://gist.github.com/starred.atom#user-content-fn-8-66ff172076fd8e7acf65a3968d005083)[9](https://gist.github.com/starred.atom#user-content-fn-9-66ff172076fd8e7acf65a3968d005083)**Data and experimentation**: Continuous measurement via GSC, GA4, and dashboards; running experiments on titles, internal links, and content structure.[9](https://gist.github.com/starred.atom#user-content-fn-9-66ff172076fd8e7acf65a3968d005083)[10](https://gist.github.com/starred.atom#user-content-fn-10-66ff172076fd8e7acf65a3968d005083)[1](https://gist.github.com/starred.atom#user-content-fn-1-66ff172076fd8e7acf65a3968d005083)**LLM / AI visibility**: Generative Engine Optimization (GEO), LLM SEO, and AI Overview optimization aimed at retrieval probability in AI answers, not just blue links.[11](https://gist.github.com/starred.atom#user-content-fn-11-66ff172076fd8e7acf65a3968d005083)[12](https://gist.github.com/starred.atom#user-content-fn-12-66ff172076fd8e7acf65a3968d005083)[6](https://gist.github.com/starred.atom#user-content-fn-6-66ff172076fd8e7acf65a3968d005083)[13](https://gist.github.com/starred.atom#user-content-fn-13-66ff172076fd8e7acf65a3968d005083)[14](https://gist.github.com/starred.atom#user-content-fn-14-66ff172076fd8e7acf65a3968d005083)\n\nAs a full-stack engineer, SEO should be treated as a **distributed optimization problem** across crawlability, indexation, ranking, engagement, and AI retrieval.\n\nThink of the SEO stack in layers:\n\n| Layer | Focus | Owner Mindset |\n|---|---|---|\n| Infrastructure | DNS, HTTPS, CDN, caching, logging | DevOps / SRE |\n| Crawl & Render | robots.txt, sitemaps, SSR/SSG, JS behavior | Backend / Frontend |\n| Content & Semantics | Information architecture, on-page, schema, E-E-A-T | Product + Content + Eng |\n| Authority & Reputation | Links, citations, brand mentions, social proof | Marketing / Founders |\n| Analytics & Feedback | GSC, GA4, Looker Studio, log analysis | Data / Growth / Eng |\n| AI & LLM Surfaces | GEO, AI Overviews, ChatGPT/Perplexity visibility | SEO Engineering |\n\nA well-rounded SEO engineer can operate across all layers and design constraints in the codebase that guarantee SEO hygiene by default.\n\nGoogle describes a three-stage pipeline: **crawling, indexing, ranking**.[4](https://gist.github.com/starred.atom#user-content-fn-4-66ff172076fd8e7acf65a3968d005083)\n\n**Crawling**: Googlebot discovers URLs via links, sitemaps, and URL submission.- Respects robots.txt and crawl budget.\n- Uses different crawlers for mobile/desktop, images, etc.\n\n**Indexing**: Content is parsed, canonicalized, and deduplicated.** Ranking**: For a query, Google uses hundreds of signals and ranking methods (BM25-like term scoring, vector similarity, learning-to-rank models) to order candidate documents.[3](https://gist.github.com/starred.atom#user-content-fn-3-66ff172076fd8e7acf65a3968d005083)[4](https://gist.github.com/starred.atom#user-content-fn-4-66ff172076fd8e7acf65a3968d005083)\n\nKey implications for engineering:\n\n- Googlebot primarily sees\n**raw HTML**, not your visual UI.[4](https://gist.github.com/starred.atom#user-content-fn-4-66ff172076fd8e7acf65a3968d005083) - Server-side rendering or static generation dramatically simplifies indexing.\n[16](https://gist.github.com/starred.atom#user-content-fn-16-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083) - Correct canonicalization and deduping are crucial to avoid index bloat.\n[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\nCore Web Vitals are a small set of UX metrics Google explicitly uses as ranking signals: **Largest Contentful Paint (LCP)**, **Interaction to Next Paint (INP)**, and **Cumulative Layout Shift (CLS)**.[6](https://gist.github.com/starred.atom#user-content-fn-6-66ff172076fd8e7acf65a3968d005083)[7](https://gist.github.com/starred.atom#user-content-fn-7-66ff172076fd8e7acf65a3968d005083)[5](https://gist.github.com/starred.atom#user-content-fn-5-66ff172076fd8e7acf65a3968d005083)\n\n- LCP (loading): should be ≤ 2.5 seconds for a good experience.\n[17](https://gist.github.com/starred.atom#user-content-fn-17-66ff172076fd8e7acf65a3968d005083)[5](https://gist.github.com/starred.atom#user-content-fn-5-66ff172076fd8e7acf65a3968d005083) - INP (interactivity): should be ≤ 200 ms.\n[5](https://gist.github.com/starred.atom#user-content-fn-5-66ff172076fd8e7acf65a3968d005083)[17](https://gist.github.com/starred.atom#user-content-fn-17-66ff172076fd8e7acf65a3968d005083) - CLS (visual stability): should be ≤ 0.1.\n[16](https://gist.github.com/starred.atom#user-content-fn-16-66ff172076fd8e7acf65a3968d005083)[17](https://gist.github.com/starred.atom#user-content-fn-17-66ff172076fd8e7acf65a3968d005083)[5](https://gist.github.com/starred.atom#user-content-fn-5-66ff172076fd8e7acf65a3968d005083)\n\nThese metrics are measured from real-user data (Chrome UX Report, RUM libraries) and are correlated with both rankings and conversions.[7](https://gist.github.com/starred.atom#user-content-fn-7-66ff172076fd8e7acf65a3968d005083)[17](https://gist.github.com/starred.atom#user-content-fn-17-66ff172076fd8e7acf65a3968d005083)[5](https://gist.github.com/starred.atom#user-content-fn-5-66ff172076fd8e7acf65a3968d005083)\n\nLLM-driven engines (ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews) typically follow a **retrieval-augmented generation (RAG)** style pipeline.[12](https://gist.github.com/starred.atom#user-content-fn-12-66ff172076fd8e7acf65a3968d005083)[11](https://gist.github.com/starred.atom#user-content-fn-11-66ff172076fd8e7acf65a3968d005083)\n\n**Fan-out query generation**: A user question gets decomposed into one or more optimized search queries.[18](https://gist.github.com/starred.atom#user-content-fn-18-66ff172076fd8e7acf65a3968d005083)**Web search via Bing/Google**: The system queries Bing or other backends and receives a list of candidate URLs and snippets.[19](https://gist.github.com/starred.atom#user-content-fn-19-66ff172076fd8e7acf65a3968d005083)[20](https://gist.github.com/starred.atom#user-content-fn-20-66ff172076fd8e7acf65a3968d005083)[18](https://gist.github.com/starred.atom#user-content-fn-18-66ff172076fd8e7acf65a3968d005083)**Metadata screening**: Results are filtered using title, URL, snippet, and freshness before any page is read.[18](https://gist.github.com/starred.atom#user-content-fn-18-66ff172076fd8e7acf65a3968d005083)**Chunked retrieval**: The engine reads slices of text (sliding window) from chosen URLs, stripping layout and JS; only text content and simple markup matter.[20](https://gist.github.com/starred.atom#user-content-fn-20-66ff172076fd8e7acf65a3968d005083)[18](https://gist.github.com/starred.atom#user-content-fn-18-66ff172076fd8e7acf65a3968d005083)**Passage-level ranking**: Instead of ranking whole pages, the engine ranks** passages**using dense embeddings and probabilistic scoring, then stitches them into an answer.[11](https://gist.github.com/starred.atom#user-content-fn-11-66ff172076fd8e7acf65a3968d005083)[12](https://gist.github.com/starred.atom#user-content-fn-12-66ff172076fd8e7acf65a3968d005083)\n\nConsequences:\n\n- Presence in Bing/Google index is a prerequisite for ChatGPT, Perplexity and Gemini visibility.\n[19](https://gist.github.com/starred.atom#user-content-fn-19-66ff172076fd8e7acf65a3968d005083)[20](https://gist.github.com/starred.atom#user-content-fn-20-66ff172076fd8e7acf65a3968d005083)[18](https://gist.github.com/starred.atom#user-content-fn-18-66ff172076fd8e7acf65a3968d005083) - Metadata quality (title, description, URL) heavily influences whether your page is even fetched.\n[18](https://gist.github.com/starred.atom#user-content-fn-18-66ff172076fd8e7acf65a3968d005083) - Clear, modular sections and headings increase the probability that relevant passages are retrieved and quoted.\n[14](https://gist.github.com/starred.atom#user-content-fn-14-66ff172076fd8e7acf65a3968d005083)[18](https://gist.github.com/starred.atom#user-content-fn-18-66ff172076fd8e7acf65a3968d005083)\n\nGEO is the discipline of optimizing for generative engines, focusing on **reference probability** (how often content is cited) rather than only ranking position.[13](https://gist.github.com/starred.atom#user-content-fn-13-66ff172076fd8e7acf65a3968d005083)[6](https://gist.github.com/starred.atom#user-content-fn-6-66ff172076fd8e7acf65a3968d005083)\n\nResearch on GEO shows:\n\n- Adding\n**citations, quotations, and statistics** in content can increase source visibility in generative answers by up to ~40%.[13](https://gist.github.com/starred.atom#user-content-fn-13-66ff172076fd8e7acf65a3968d005083) - GEO is model-agnostic and treats AI systems as black boxes optimized via experiments over prompts and content variations.\n[13](https://gist.github.com/starred.atom#user-content-fn-13-66ff172076fd8e7acf65a3968d005083) - Brands need to track how often they are\n**mentioned or cited** in AI answers, not just SERP rankings.[6](https://gist.github.com/starred.atom#user-content-fn-6-66ff172076fd8e7acf65a3968d005083)\n\nIf pages are not discoverable and indexable, no other optimization matters.\n\n**robots.txt**- Allow Googlebot and Bingbot by default.\n- Block internal, staging, and admin routes.\n- Never block\n`/css`\n\n,`/js`\n\n, or critical assets.\n\n**XML sitemaps****Meta robots & canonical tags****Status codes & redirects**- Ensure important URLs resolve with 200; avoid long redirect chains.\n[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083) - Use 301s for permanent moves; 404 or 410 for removed content.\n\n- Ensure important URLs resolve with 200; avoid long redirect chains.\n**Internationalization**- Use\n`hreflang`\n\nfor multi-language/country sites. - Keep country/language mappings consistent in sitemaps and markup.\n[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\n- Use\n\nLog file analysis provides ground truth for how bots crawl a site and where crawl budget is wasted.[22](https://gist.github.com/starred.atom#user-content-fn-22-66ff172076fd8e7acf65a3968d005083)[23](https://gist.github.com/starred.atom#user-content-fn-23-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\n- Track crawl frequency, depth, response codes, and wasted hits on irrelevant URLs.\n[22](https://gist.github.com/starred.atom#user-content-fn-22-66ff172076fd8e7acf65a3968d005083) - Tools: Screaming Frog Log File Analyser, JetOctopus/Sitebulb cloud, Splunk/Loggly, or custom pipelines.\n[24](https://gist.github.com/starred.atom#user-content-fn-24-66ff172076fd8e7acf65a3968d005083)[23](https://gist.github.com/starred.atom#user-content-fn-23-66ff172076fd8e7acf65a3968d005083)[22](https://gist.github.com/starred.atom#user-content-fn-22-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\nJavaScript-heavy SPAs can hurt SEO if not carefully handled, because search engines must render JS on a secondary wave.[16](https://gist.github.com/starred.atom#user-content-fn-16-66ff172076fd8e7acf65a3968d005083)[4](https://gist.github.com/starred.atom#user-content-fn-4-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\nBest practices:\n\n- Favor\n**static generation (SSG)** or**server-side rendering (SSR)** for primary marketing and content pages.[16](https://gist.github.com/starred.atom#user-content-fn-16-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083) - Ensure the initial HTML contains meaningful content and links; avoid blank shells.\n- Avoid client-only rendering for core content; hydrating interactivity later is fine.\n- Test with\n`curl`\n\nand the URL Inspection tool in GSC to see what HTML Google actually indexes.[4](https://gist.github.com/starred.atom#user-content-fn-4-66ff172076fd8e7acf65a3968d005083)[16](https://gist.github.com/starred.atom#user-content-fn-16-66ff172076fd8e7acf65a3968d005083)\n\nA clean, logical information architecture helps both crawlers and users navigate content.[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\n- Use\n**shallow hierarchies**: important pages within 3–4 clicks of the homepage. - Use\n**descriptive, keyword-aligned URLs**:`/blog/technical-seo-checklist`\n\ninstead of`/page123`\n\n.[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083) - Implement\n**breadcrumbs** and hub-and-spoke structures for topic clusters.[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083) - Ensure a\n**consistent internal link graph** from hubs to subpages and between related content.\n\nKey engineering levers for Core Web Vitals:[17](https://gist.github.com/starred.atom#user-content-fn-17-66ff172076fd8e7acf65a3968d005083)[7](https://gist.github.com/starred.atom#user-content-fn-7-66ff172076fd8e7acf65a3968d005083)[5](https://gist.github.com/starred.atom#user-content-fn-5-66ff172076fd8e7acf65a3968d005083)[6](https://gist.github.com/starred.atom#user-content-fn-6-66ff172076fd8e7acf65a3968d005083)[16](https://gist.github.com/starred.atom#user-content-fn-16-66ff172076fd8e7acf65a3968d005083)\n\n**LCP** improvements**INP** improvements- Debounce expensive event handlers.\n- Avoid long synchronous tasks; split work into smaller chunks.\n- Use web workers for CPU-heavy logic.\n[5](https://gist.github.com/starred.atom#user-content-fn-5-66ff172076fd8e7acf65a3968d005083)\n\n**CLS** improvements\n\nMonitoring:\n\n- Use the\n**web-vitals JS library** in production to collect real-user monitoring data.[5](https://gist.github.com/starred.atom#user-content-fn-5-66ff172076fd8e7acf65a3968d005083) - Use\n**PageSpeed Insights**,** Lighthouse**, and** Chrome UX Report**for lab + field data.[17](https://gist.github.com/starred.atom#user-content-fn-17-66ff172076fd8e7acf65a3968d005083)[5](https://gist.github.com/starred.atom#user-content-fn-5-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\nSecurity signals influence trust, usability, and indexing.[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\n- Enforce\n**HTTPS** everywhere; enable HSTS. - Clean up mixed content, insecure iframes, and open redirects.\n- Set robust\n**Content Security Policy (CSP)** and`X-Frame-Options`\n\nto mitigate clickjacking. - Monitor for hacked content, malware, and manual actions in GSC.\n[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\nStructured data helps search engines interpret content and unlock rich results.[25](https://gist.github.com/starred.atom#user-content-fn-25-66ff172076fd8e7acf65a3968d005083)[16](https://gist.github.com/starred.atom#user-content-fn-16-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\n- Use\n**JSON-LD** in`<head>`\n\nor at the end of`<body>`\n\n; Google prefers JSON-LD.[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083) - Common types:\n`Organization`\n\n,`WebSite`\n\n,`BreadcrumbList`\n\n,`Article`\n\n,`Product`\n\n,`FAQPage`\n\n,`HowTo`\n\n,`Event`\n\n,`LocalBusiness`\n\n.[25](https://gist.github.com/starred.atom#user-content-fn-25-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083) - Ensure markup\n**matches visible content**; misleading schema risks penalties.[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083) - Validate with the\n**Rich Results Test** and schema.org tools.[25](https://gist.github.com/starred.atom#user-content-fn-25-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\nExamples:\n\n`Organization`\n\nschema for brand identity and social profiles.`FAQPage`\n\nfor Q&A sections to earn rich snippets.`Product`\n\nwith`offers`\n\n,`aggregateRating`\n\n, and`review`\n\nfor e-commerce pages.\n\nFor local and multi-regional presence:[15](https://gist.github.com/starred.atom#user-content-fn-15-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\n- Implement\n**Google Business Profile** with consistent NAP (Name, Address, Phone). - Use\n`LocalBusiness`\n\nschema on contact/locations pages. - For multi-language sites, separate URLs per locale (\n`/en/`\n\n,`/hi/`\n\n) and use`hreflang`\n\ntags to map alternates.\n\nModern SEO focuses on **topics and intent**, not raw keyword density.[1](https://gist.github.com/starred.atom#user-content-fn-1-66ff172076fd8e7acf65a3968d005083)[9](https://gist.github.com/starred.atom#user-content-fn-9-66ff172076fd8e7acf65a3968d005083)[15](https://gist.github.com/starred.atom#user-content-fn-15-66ff172076fd8e7acf65a3968d005083)\n\n- Build\n**topic clusters**: one pillar page with multiple supporting articles covering related subtopics.[9](https://gist.github.com/starred.atom#user-content-fn-9-66ff172076fd8e7acf65a3968d005083)[1](https://gist.github.com/starred.atom#user-content-fn-1-66ff172076fd8e7acf65a3968d005083) - Map each page to\n**one primary intent**(informational, transactional, navigational, commercial investigation).[15](https://gist.github.com/starred.atom#user-content-fn-15-66ff172076fd8e7acf65a3968d005083) - Use tools like GSC queries, Ahrefs/Semrush, and SERP analysis to derive keyword sets per topic.\n[26](https://gist.github.com/starred.atom#user-content-fn-26-66ff172076fd8e7acf65a3968d005083)[27](https://gist.github.com/starred.atom#user-content-fn-27-66ff172076fd8e7acf65a3968d005083)[9](https://gist.github.com/starred.atom#user-content-fn-9-66ff172076fd8e7acf65a3968d005083)\n\nFor each key page:\n\n**Title tag**- 50–60 characters, primary keyword near the start, compelling for humans.\n[15](https://gist.github.com/starred.atom#user-content-fn-15-66ff172076fd8e7acf65a3968d005083)\n\n- 50–60 characters, primary keyword near the start, compelling for humans.\n**Meta description**- 120–160 characters, intent-aligned, with a clear value proposition; while not a direct ranking factor, it affects CTR.\n[15](https://gist.github.com/starred.atom#user-content-fn-15-66ff172076fd8e7acf65a3968d005083)\n\n- 120–160 characters, intent-aligned, with a clear value proposition; while not a direct ranking factor, it affects CTR.\n**H1/H2s**- One clear H1; subheadings structured for scannability and passage retrieval.\n\n**Intro and body**- Directly answer the main query early.\n- Use natural language, synonyms, and related terms; avoid keyword stuffing.\n[15](https://gist.github.com/starred.atom#user-content-fn-15-66ff172076fd8e7acf65a3968d005083)\n\n**Internal links**- Link to related content with descriptive anchor text (not generic \"click here\").\n[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\n- Link to related content with descriptive anchor text (not generic \"click here\").\n\nGoogle’s **E-E-A-T** (Experience, Expertise, Authoritativeness, Trustworthiness) and **YMYL** (Your Money or Your Life) concepts guide quality assessment, especially for businesses and high-stakes topics.[28](https://gist.github.com/starred.atom#user-content-fn-28-66ff172076fd8e7acf65a3968d005083)[29](https://gist.github.com/starred.atom#user-content-fn-29-66ff172076fd8e7acf65a3968d005083)\n\n- Businesses and product sites are treated as YMYL by default.\n[29](https://gist.github.com/starred.atom#user-content-fn-29-66ff172076fd8e7acf65a3968d005083)[28](https://gist.github.com/starred.atom#user-content-fn-28-66ff172076fd8e7acf65a3968d005083) - Low E-E-A-T can justify a\n**Lowest** page quality rating for YMYL content.[28](https://gist.github.com/starred.atom#user-content-fn-28-66ff172076fd8e7acf65a3968d005083)[29](https://gist.github.com/starred.atom#user-content-fn-29-66ff172076fd8e7acf65a3968d005083)\n\nEngineering and content implications:\n\n- Show\n**real authorship** with bios, credentials, and links to external profiles. - Include\n**about**,** team**,** contact**,** privacy**, and** terms**pages on the site. - Reference\n**sources, data, and standards** within content; cite authoritative materials.[29](https://gist.github.com/starred.atom#user-content-fn-29-66ff172076fd8e7acf65a3968d005083) - Maintain a\n**clean technical footprint**: avoid thin content, doorway pages, and hidden links.[29](https://gist.github.com/starred.atom#user-content-fn-29-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\nGenerative AI is useful for ideation, outlines, and drafts, but requires human oversight.\n\nBest practices:[30](https://gist.github.com/starred.atom#user-content-fn-30-66ff172076fd8e7acf65a3968d005083)\n\n- Use AI to propose structures and fill gaps, but\n**edit heavily** for accuracy, tone, and uniqueness.[12](https://gist.github.com/starred.atom#user-content-fn-12-66ff172076fd8e7acf65a3968d005083)[30](https://gist.github.com/starred.atom#user-content-fn-30-66ff172076fd8e7acf65a3968d005083) - Inject\n**original data, case studies, and opinions**; LLMs cannot generate real proprietary insights.[12](https://gist.github.com/starred.atom#user-content-fn-12-66ff172076fd8e7acf65a3968d005083) - Avoid mass-generating near-duplicate pages; focus on\n**high-signal, high-intent** assets instead of volume.[30](https://gist.github.com/starred.atom#user-content-fn-30-66ff172076fd8e7acf65a3968d005083)\n\nProgrammatic SEO uses templates and structured data to generate thousands of landing pages at scale (e.g., city-level pages, tool pages).[8](https://gist.github.com/starred.atom#user-content-fn-8-66ff172076fd8e7acf65a3968d005083)[9](https://gist.github.com/starred.atom#user-content-fn-9-66ff172076fd8e7acf65a3968d005083)\n\nKey design points:\n\n- Define page templates that combine\n**static boilerplate** with**dynamic data**.[8](https://gist.github.com/starred.atom#user-content-fn-8-66ff172076fd8e7acf65a3968d005083) - Ensure each page has\n**unique value**, not just parameter swaps.[8](https://gist.github.com/starred.atom#user-content-fn-8-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083) - Use\n**faceted navigation** carefully; avoid infinite URL combinations without canonicalization.[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083) - Monitor index coverage to prevent index bloat and crawler overload.\n[21](https://gist.github.com/starred.atom#user-content-fn-21-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\nLLM SEO (a.k.a. LLM Optimization or GEO) targets **inclusion in AI answers** across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews.[11](https://gist.github.com/starred.atom#user-content-fn-11-66ff172076fd8e7acf65a3968d005083)[6](https://gist.github.com/starred.atom#user-content-fn-6-66ff172076fd8e7acf65a3968d005083)[30](https://gist.github.com/starred.atom#user-content-fn-30-66ff172076fd8e7acf65a3968d005083)[12](https://gist.github.com/starred.atom#user-content-fn-12-66ff172076fd8e7acf65a3968d005083)\n\nKey differences:\n\n- From\n**blue link click-through**→** answer citation and mention**.[6](https://gist.github.com/starred.atom#user-content-fn-6-66ff172076fd8e7acf65a3968d005083) - From\n**page-level ranking**→** passage-level retrieval**.[11](https://gist.github.com/starred.atom#user-content-fn-11-66ff172076fd8e7acf65a3968d005083)[12](https://gist.github.com/starred.atom#user-content-fn-12-66ff172076fd8e7acf65a3968d005083) - From\n**keyword matching**→** semantic and intent matching**with embeddings.[3](https://gist.github.com/starred.atom#user-content-fn-3-66ff172076fd8e7acf65a3968d005083)[12](https://gist.github.com/starred.atom#user-content-fn-12-66ff172076fd8e7acf65a3968d005083)[11](https://gist.github.com/starred.atom#user-content-fn-11-66ff172076fd8e7acf65a3968d005083)\n\nTo maximize retrieval likelihood:\n\n**Ensure indexing in both Google and Bing**.** Optimize metadata for LLM search**.- Provide clear, specific titles and snippets that telegraph topic and utility.\n[18](https://gist.github.com/starred.atom#user-content-fn-18-66ff172076fd8e7acf65a3968d005083)\n\n- Provide clear, specific titles and snippets that telegraph topic and utility.\n**Structure content modularly**.** Include explicit facts, data, and definitions**that can be quoted in answers.[13](https://gist.github.com/starred.atom#user-content-fn-13-66ff172076fd8e7acf65a3968d005083)[18](https://gist.github.com/starred.atom#user-content-fn-18-66ff172076fd8e7acf65a3968d005083)**Use schema and markup** to signal entities and relationships.[25](https://gist.github.com/starred.atom#user-content-fn-25-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\nGoogle’s AI Overviews synthesize across multiple sources to answer complex, multi-part queries.[14](https://gist.github.com/starred.atom#user-content-fn-14-66ff172076fd8e7acf65a3968d005083)\n\nKey factors for inclusion:[14](https://gist.github.com/starred.atom#user-content-fn-14-66ff172076fd8e7acf65a3968d005083)\n\n- Content should\n**answer a specific part** of a multi-part query in a concise, actionable way. - Sections should be\n**self-contained** and clearly labeled with headings. - Pages should provide\n**specific, structured, and genuinely helpful** information, not generic fluff. - AI Overviews appear more often for\n**messy, long-tail questions**, not simple short keywords.[14](https://gist.github.com/starred.atom#user-content-fn-14-66ff172076fd8e7acf65a3968d005083)\n\nFindings from technical breakdowns of LLM search:[31](https://gist.github.com/starred.atom#user-content-fn-31-66ff172076fd8e7acf65a3968d005083)[19](https://gist.github.com/starred.atom#user-content-fn-19-66ff172076fd8e7acf65a3968d005083)[20](https://gist.github.com/starred.atom#user-content-fn-20-66ff172076fd8e7acf65a3968d005083)[18](https://gist.github.com/starred.atom#user-content-fn-18-66ff172076fd8e7acf65a3968d005083)\n\n- ChatGPT Search uses\n**Bing’s index plus other sources** for real-time answers; being indexed by Bing is mandatory for visibility.[19](https://gist.github.com/starred.atom#user-content-fn-19-66ff172076fd8e7acf65a3968d005083) - Perplexity uses\n**Bing plus its own crawler**; even if PerplexityBot has not visited, Bing-indexed pages can appear.[20](https://gist.github.com/starred.atom#user-content-fn-20-66ff172076fd8e7acf65a3968d005083) - LLMs rely on both\n**pre-training data**(Common Crawl, books, code) and** live retrieval**via RAG.[31](https://gist.github.com/starred.atom#user-content-fn-31-66ff172076fd8e7acf65a3968d005083) - During retrieval, systems only see\n**plain text chunks** from pages, not design or scripts.[18](https://gist.github.com/starred.atom#user-content-fn-18-66ff172076fd8e7acf65a3968d005083)\n\nOptimization moves:\n\n- Target\n**canonical, stable URLs** that remain consistent over time.[4](https://gist.github.com/starred.atom#user-content-fn-4-66ff172076fd8e7acf65a3968d005083) - Maintain\n**fast, reliable hosting** to avoid timeouts for crawlers and LLM fetchers.[5](https://gist.github.com/starred.atom#user-content-fn-5-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083) - Publish\n**evergreen, authoritative resources** that are attractive training data and retrieval candidates.[31](https://gist.github.com/starred.atom#user-content-fn-31-66ff172076fd8e7acf65a3968d005083)[12](https://gist.github.com/starred.atom#user-content-fn-12-66ff172076fd8e7acf65a3968d005083)\n\nThe GEO research framework proposes optimizing websites by black-box experimentation against generative engines.[6](https://gist.github.com/starred.atom#user-content-fn-6-66ff172076fd8e7acf65a3968d005083)[13](https://gist.github.com/starred.atom#user-content-fn-13-66ff172076fd8e7acf65a3968d005083)\n\nEmpirical conclusions:[13](https://gist.github.com/starred.atom#user-content-fn-13-66ff172076fd8e7acf65a3968d005083)\n\n- Including\n**citations, quotations, and statistics** meaningfully increases visibility in generative answers. - GEO considers different\n**engine behaviors** and models content as features optimized via bandit-like strategies.\n\nIn practice for engineers:\n\n- Track mentions of a brand/site in AI answers over time via periodic manual queries.\n- Experiment with\n**section wording, added data, and schema** on key pages and observe AI visibility. - Incorporate GEO into broader SEO experimentation roadmaps.\n\n**Google Search Console (GSC)****Google Analytics 4 (GA4)****PageSpeed Insights & Lighthouse****Bing Webmaster Tools**- Crawl, index coverage, and search performance in Bing.\n[19](https://gist.github.com/starred.atom#user-content-fn-19-66ff172076fd8e7acf65a3968d005083)\n\n- Crawl, index coverage, and search performance in Bing.\n**Rich Results Test & schema validators**\n\nPaid tools with free tiers or trials:\n\n**Screaming Frog SEO Spider****Sitebulb / JetOctopus****Open-source alternatives**- Tools like LibreCrawl offer a free, extensible crawling stack you can host yourself.\n[33](https://gist.github.com/starred.atom#user-content-fn-33-66ff172076fd8e7acf65a3968d005083)\n\n- Tools like LibreCrawl offer a free, extensible crawling stack you can host yourself.\n**SEO-specific crawlers on platforms like Apify**- Turn-key actors that crawl and audit sites at scale.\n[34](https://gist.github.com/starred.atom#user-content-fn-34-66ff172076fd8e7acf65a3968d005083)\n\n- Turn-key actors that crawl and audit sites at scale.\n\n**Ahrefs / Semrush / Moz**- All-in-one SEO suites; Ahrefs is strong on backlinks, Semrush on integrated marketing, Moz on fundamentals and pricing.\n[27](https://gist.github.com/starred.atom#user-content-fn-27-66ff172076fd8e7acf65a3968d005083)\n\n- All-in-one SEO suites; Ahrefs is strong on backlinks, Semrush on integrated marketing, Moz on fundamentals and pricing.\n- Lower-cost alternatives:\n\n**Looker Studio SEO dashboards****Prebuilt GA4 SEO views****Specialized SEO dashboards**- Commercial templates merging GA4, GSC, and Core Web Vitals into one view.\n[37](https://gist.github.com/starred.atom#user-content-fn-37-66ff172076fd8e7acf65a3968d005083)\n\n- Commercial templates merging GA4, GSC, and Core Web Vitals into one view.\n\n- SaaS: Screaming Frog Log File Analyser, Sitebulb, JetOctopus.\n[23](https://gist.github.com/starred.atom#user-content-fn-23-66ff172076fd8e7acf65a3968d005083)[22](https://gist.github.com/starred.atom#user-content-fn-22-66ff172076fd8e7acf65a3968d005083)[24](https://gist.github.com/starred.atom#user-content-fn-24-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083) - Generic: Splunk, Loggly, or ELK stack to query raw server logs.\n[22](https://gist.github.com/starred.atom#user-content-fn-22-66ff172076fd8e7acf65a3968d005083) - Open source / DIY: ingest access logs into a data warehouse and build custom dashboards with internal tools.\n\nWith **GSC + GA4 + Looker Studio + Lighthouse + LibreCrawl (or Screaming Frog free)** a team can:[33](https://gist.github.com/starred.atom#user-content-fn-33-66ff172076fd8e7acf65a3968d005083)[32](https://gist.github.com/starred.atom#user-content-fn-32-66ff172076fd8e7acf65a3968d005083)[10](https://gist.github.com/starred.atom#user-content-fn-10-66ff172076fd8e7acf65a3968d005083)[15](https://gist.github.com/starred.atom#user-content-fn-15-66ff172076fd8e7acf65a3968d005083)[5](https://gist.github.com/starred.atom#user-content-fn-5-66ff172076fd8e7acf65a3968d005083)\n\n- Fully monitor indexing, search queries, CTR, organic engagement, and conversions.\n- Run complete technical audits for small–medium sites.\n- Track Core Web Vitals for key pages.\n- Build executive dashboards for SEO performance without paid subscriptions.\n\nPaid tools then layer on scale (huge sites), keyword research depth, and link analysis.\n\nBorrow the **North Star Metric** concept from product-led growth: one metric that best reflects long-term value.[38](https://gist.github.com/starred.atom#user-content-fn-38-66ff172076fd8e7acf65a3968d005083)[39](https://gist.github.com/starred.atom#user-content-fn-39-66ff172076fd8e7acf65a3968d005083)\n\nFor SEO-driven products, NSMs often include:\n\n- \"Qualified organic signups per week\".\n- \"Organic revenue per month\".\n- \"Engaged organic sessions per week\" (sessions that meet an engagement threshold).\n[32](https://gist.github.com/starred.atom#user-content-fn-32-66ff172076fd8e7acf65a3968d005083)[10](https://gist.github.com/starred.atom#user-content-fn-10-66ff172076fd8e7acf65a3968d005083)\n\nSupporting metrics:\n\n**Input metrics**: impressions, rankings, new referring domains, new pages published.[1](https://gist.github.com/starred.atom#user-content-fn-1-66ff172076fd8e7acf65a3968d005083)[9](https://gist.github.com/starred.atom#user-content-fn-9-66ff172076fd8e7acf65a3968d005083)**Quality metrics**: Core Web Vitals coverage, index coverage, E-E-A-T signals.[29](https://gist.github.com/starred.atom#user-content-fn-29-66ff172076fd8e7acf65a3968d005083)[5](https://gist.github.com/starred.atom#user-content-fn-5-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)**Guardrails**: spam rates, error rates, manual actions, server error percentage.[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\nLink GSC with GA4 to align **search behavior** with **on-site engagement**.[10](https://gist.github.com/starred.atom#user-content-fn-10-66ff172076fd8e7acf65a3968d005083)[32](https://gist.github.com/starred.atom#user-content-fn-32-66ff172076fd8e7acf65a3968d005083)\n\nInsights you can derive:[10](https://gist.github.com/starred.atom#user-content-fn-10-66ff172076fd8e7acf65a3968d005083)\n\n- Queries with high impressions but low CTR → title/description issues or misaligned snippets.\n- Pages with high organic traffic but low engagement → intent mismatch or content issues.\n- \"Striking distance\" keywords (positions 11–20) where modest improvements can push you to page 1.\n[1](https://gist.github.com/starred.atom#user-content-fn-1-66ff172076fd8e7acf65a3968d005083)[10](https://gist.github.com/starred.atom#user-content-fn-10-66ff172076fd8e7acf65a3968d005083)\n\nMinimum set of dashboards in Looker Studio or similar:[36](https://gist.github.com/starred.atom#user-content-fn-36-66ff172076fd8e7acf65a3968d005083)[37](https://gist.github.com/starred.atom#user-content-fn-37-66ff172076fd8e7acf65a3968d005083)[35](https://gist.github.com/starred.atom#user-content-fn-35-66ff172076fd8e7acf65a3968d005083)\n\n**Organic Traffic & Engagement**- Organic sessions, new users, engagement rate, conversions by landing page.\n\n**Search Performance**- Impressions, clicks, CTR, average position by query and page.\n\n**Technical Health**- Index coverage, Core Web Vitals, crawl errors, server error rate.\n\n**Content Portfolio**- Content by topic cluster, status (published/updated), performance tiers (top, mid, low).\n\nSince AI visibility APIs are early, manual and semi-automated approaches include:[12](https://gist.github.com/starred.atom#user-content-fn-12-66ff172076fd8e7acf65a3968d005083)[11](https://gist.github.com/starred.atom#user-content-fn-11-66ff172076fd8e7acf65a3968d005083)[6](https://gist.github.com/starred.atom#user-content-fn-6-66ff172076fd8e7acf65a3968d005083)[13](https://gist.github.com/starred.atom#user-content-fn-13-66ff172076fd8e7acf65a3968d005083)\n\n- Maintain a list of strategic queries and periodically test them in ChatGPT, Perplexity, Gemini, and Google.\n- Track whether a domain appears in sources or citations, and capture this in a spreadsheet.\n- For key pages, test rephrased questions to assess robustness of mention.\n\nStart with official materials:\n\n**Google Search Central**: how search works, technical SEO fundamentals, and best practices.[4](https://gist.github.com/starred.atom#user-content-fn-4-66ff172076fd8e7acf65a3968d005083)[15](https://gist.github.com/starred.atom#user-content-fn-15-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)**Google Quality Rater Guidelines & E-E-A-T breakdowns**: understand what \"high quality\" means in practice.[28](https://gist.github.com/starred.atom#user-content-fn-28-66ff172076fd8e7acf65a3968d005083)[29](https://gist.github.com/starred.atom#user-content-fn-29-66ff172076fd8e7acf65a3968d005083)**Core Web Vitals docs** on web.dev.[5](https://gist.github.com/starred.atom#user-content-fn-5-66ff172076fd8e7acf65a3968d005083)\n\nThen layer on modern guides and playlists:\n\n- Technical SEO checklists aimed at developers.\n[16](https://gist.github.com/starred.atom#user-content-fn-16-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083) - Modern SEO playbooks and 90-day plans for operational cadence.\n[9](https://gist.github.com/starred.atom#user-content-fn-9-66ff172076fd8e7acf65a3968d005083)[1](https://gist.github.com/starred.atom#user-content-fn-1-66ff172076fd8e7acf65a3968d005083) - Long-form video tutorials and courses that walk through audits and implementations.\n[40](https://gist.github.com/starred.atom#user-content-fn-40-66ff172076fd8e7acf65a3968d005083)\n\nTo think like a search engine engineer, learn:[41](https://gist.github.com/starred.atom#user-content-fn-41-66ff172076fd8e7acf65a3968d005083)[42](https://gist.github.com/starred.atom#user-content-fn-42-66ff172076fd8e7acf65a3968d005083)[3](https://gist.github.com/starred.atom#user-content-fn-3-66ff172076fd8e7acf65a3968d005083)\n\n- Basics of\n**BM25** and lexical ranking; understand how Lucene implements BM25Similarity. **Vector search** and semantic ranking (embeddings, cosine similarity, dense retrieval).[3](https://gist.github.com/starred.atom#user-content-fn-3-66ff172076fd8e7acf65a3968d005083)[11](https://gist.github.com/starred.atom#user-content-fn-11-66ff172076fd8e7acf65a3968d005083)**Learning-to-Rank**, especially** LambdaMART**, and how it optimizes listwise metrics like NDCG.\n\nResources:\n\n- BM25 in Lucene and IR tutorials for search systems.\n[41](https://gist.github.com/starred.atom#user-content-fn-41-66ff172076fd8e7acf65a3968d005083)[3](https://gist.github.com/starred.atom#user-content-fn-3-66ff172076fd8e7acf65a3968d005083) - LambdaMART explainers and LightGBM ranking guides.\n[42](https://gist.github.com/starred.atom#user-content-fn-42-66ff172076fd8e7acf65a3968d005083)\n\nAreas to master as an engineer:[21](https://gist.github.com/starred.atom#user-content-fn-21-66ff172076fd8e7acf65a3968d005083)[16](https://gist.github.com/starred.atom#user-content-fn-16-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\n- Crawl budget optimization and log file analysis.\n- Canonicalization and duplicate detection, including parameter handling.\n- JavaScript SEO (SSR/SSG, hydration, and rendering diagnostics).\n- Core Web Vitals observability and remediation.\n- Schema.org modeling, entity markup, and knowledge graph friendliness.\n\n- Topic cluster design and information architecture.\n[9](https://gist.github.com/starred.atom#user-content-fn-9-66ff172076fd8e7acf65a3968d005083)[1](https://gist.github.com/starred.atom#user-content-fn-1-66ff172076fd8e7acf65a3968d005083) - Programmatic SEO template engineering and guardrails for quality.\n[8](https://gist.github.com/starred.atom#user-content-fn-8-66ff172076fd8e7acf65a3968d005083) - AI-augmented content generation with human QA and unique value layers.\n\n- Read foundational GEO and LLM SEO analyses.\n[30](https://gist.github.com/starred.atom#user-content-fn-30-66ff172076fd8e7acf65a3968d005083)[11](https://gist.github.com/starred.atom#user-content-fn-11-66ff172076fd8e7acf65a3968d005083)[12](https://gist.github.com/starred.atom#user-content-fn-12-66ff172076fd8e7acf65a3968d005083)[6](https://gist.github.com/starred.atom#user-content-fn-6-66ff172076fd8e7acf65a3968d005083)[13](https://gist.github.com/starred.atom#user-content-fn-13-66ff172076fd8e7acf65a3968d005083) - Study how LLM-based engines fetch and use web content.\n[20](https://gist.github.com/starred.atom#user-content-fn-20-66ff172076fd8e7acf65a3968d005083)[31](https://gist.github.com/starred.atom#user-content-fn-31-66ff172076fd8e7acf65a3968d005083)[19](https://gist.github.com/starred.atom#user-content-fn-19-66ff172076fd8e7acf65a3968d005083)[18](https://gist.github.com/starred.atom#user-content-fn-18-66ff172076fd8e7acf65a3968d005083) - Design experiments to test influence of citations, statistics, formatting, and schema on AI mentions.\n[13](https://gist.github.com/starred.atom#user-content-fn-13-66ff172076fd8e7acf65a3968d005083)\n\nFor a new SaaS or content product, design SEO and AI visibility into the architecture from day zero:[16](https://gist.github.com/starred.atom#user-content-fn-16-66ff172076fd8e7acf65a3968d005083)[4](https://gist.github.com/starred.atom#user-content-fn-4-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\n- Choose a framework with\n**SSG/SSR**(Next.js, Remix, Astro, Nuxt, etc.). - Enforce a\n**URL and IA convention** at the router level. - Build\n**sitemap and schema generators** as shared utilities. - Integrate\n**web-vitals RUM** reporting and performance budgets.[5](https://gist.github.com/starred.atom#user-content-fn-5-66ff172076fd8e7acf65a3968d005083) - Set up\n**GSC, GA4, Bing Webmaster Tools**, and initial Looker Studio dashboards early.[32](https://gist.github.com/starred.atom#user-content-fn-32-66ff172076fd8e7acf65a3968d005083)[10](https://gist.github.com/starred.atom#user-content-fn-10-66ff172076fd8e7acf65a3968d005083)[19](https://gist.github.com/starred.atom#user-content-fn-19-66ff172076fd8e7acf65a3968d005083)[15](https://gist.github.com/starred.atom#user-content-fn-15-66ff172076fd8e7acf65a3968d005083)\n\nAdopt an **SEO flywheel / 90-day cycle** for ongoing work:[1](https://gist.github.com/starred.atom#user-content-fn-1-66ff172076fd8e7acf65a3968d005083)[9](https://gist.github.com/starred.atom#user-content-fn-9-66ff172076fd8e7acf65a3968d005083)\n\n**Discover****Analyze****Execute****Track**\n\nRepeat this loop quarterly while gradually enhancing GEO and AI visibility experiments.\n\n- Shipping SPAs without SSR/SSG and expecting perfect SEO.\n[4](https://gist.github.com/starred.atom#user-content-fn-4-66ff172076fd8e7acf65a3968d005083)[16](https://gist.github.com/starred.atom#user-content-fn-16-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083) - Index bloat from infinite faceted navigation and no canonicalization.\n[21](https://gist.github.com/starred.atom#user-content-fn-21-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083) - Thin, mass-generated AI pages with little original value.\n[30](https://gist.github.com/starred.atom#user-content-fn-30-66ff172076fd8e7acf65a3968d005083)[12](https://gist.github.com/starred.atom#user-content-fn-12-66ff172076fd8e7acf65a3968d005083) - Ignoring Core Web Vitals and then encountering ranking drops.\n[7](https://gist.github.com/starred.atom#user-content-fn-7-66ff172076fd8e7acf65a3968d005083)[17](https://gist.github.com/starred.atom#user-content-fn-17-66ff172076fd8e7acf65a3968d005083)[5](https://gist.github.com/starred.atom#user-content-fn-5-66ff172076fd8e7acf65a3968d005083) - Treating SEO as a one-off project instead of a continuous engineering and growth function.\n[9](https://gist.github.com/starred.atom#user-content-fn-9-66ff172076fd8e7acf65a3968d005083)[1](https://gist.github.com/starred.atom#user-content-fn-1-66ff172076fd8e7acf65a3968d005083)\n\nAn all-rounded SEO engineer in the AI era can:[12](https://gist.github.com/starred.atom#user-content-fn-12-66ff172076fd8e7acf65a3968d005083)[1](https://gist.github.com/starred.atom#user-content-fn-1-66ff172076fd8e7acf65a3968d005083)[16](https://gist.github.com/starred.atom#user-content-fn-16-66ff172076fd8e7acf65a3968d005083)[2](https://gist.github.com/starred.atom#user-content-fn-2-66ff172076fd8e7acf65a3968d005083)\n\n- Design and implement web architectures that are\n**crawlable, indexable, and fast**. - Model content and internal links as\n**knowledge graphs and topic clusters**. - Instrument and interpret\n**GSC, GA4, Core Web Vitals, and server logs**. - Use\n**schema.org, E-E-A-T principles, and programmatic SEO** safely. - Understand and exploit how\n**LLM-powered systems retrieve and quote content**. - Run\n**experiments**(titles, passages, schema, GEO tactics) and measure impact with dashboards.\n\nThis is a multi-disciplinary role spanning search engineering, performance optimization, content design, and AI retrieval. By treating this playbook as a backbone and using the cited sources as deeper references, a full-stack engineer can incrementally build an internal SEO engineering capability that is robust for both classic search and emerging AI surfaces.\n\n## Footnotes\n\n-\n[The Modern SEO Playbook: Thriving with Limited SERP Visibility](https://www.seoclarity.net/blog/modern-seo-playbook)- Learn how to manage your keyword portfolio effectively with limited SERP visibility using seoClarity...[↩](https://gist.github.com/starred.atom#user-content-fnref-1-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-1-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-1-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-1-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-1-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-1-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-1-7-66ff172076fd8e7acf65a3968d005083)7[↩](https://gist.github.com/starred.atom#user-content-fnref-1-8-66ff172076fd8e7acf65a3968d005083)8[↩](https://gist.github.com/starred.atom#user-content-fnref-1-9-66ff172076fd8e7acf65a3968d005083)9[↩](https://gist.github.com/starred.atom#user-content-fnref-1-10-66ff172076fd8e7acf65a3968d005083)10[↩](https://gist.github.com/starred.atom#user-content-fnref-1-11-66ff172076fd8e7acf65a3968d005083)11[↩](https://gist.github.com/starred.atom#user-content-fnref-1-12-66ff172076fd8e7acf65a3968d005083)12[↩](https://gist.github.com/starred.atom#user-content-fnref-1-13-66ff172076fd8e7acf65a3968d005083)13[↩](https://gist.github.com/starred.atom#user-content-fnref-1-14-66ff172076fd8e7acf65a3968d005083)14 -\n[Full Technical SEO Checklist: A Guide for Beginners & Experts](https://owdt.com/article/technical-seo-checklist/)- Discover the ultimate Technical SEO checklist for 2025. Learn practical steps to boost site architec...[↩](https://gist.github.com/starred.atom#user-content-fnref-2-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-2-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-2-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-2-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-2-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-2-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-2-7-66ff172076fd8e7acf65a3968d005083)7[↩](https://gist.github.com/starred.atom#user-content-fnref-2-8-66ff172076fd8e7acf65a3968d005083)8[↩](https://gist.github.com/starred.atom#user-content-fnref-2-9-66ff172076fd8e7acf65a3968d005083)9[↩](https://gist.github.com/starred.atom#user-content-fnref-2-10-66ff172076fd8e7acf65a3968d005083)10[↩](https://gist.github.com/starred.atom#user-content-fnref-2-11-66ff172076fd8e7acf65a3968d005083)11[↩](https://gist.github.com/starred.atom#user-content-fnref-2-12-66ff172076fd8e7acf65a3968d005083)12[↩](https://gist.github.com/starred.atom#user-content-fnref-2-13-66ff172076fd8e7acf65a3968d005083)13[↩](https://gist.github.com/starred.atom#user-content-fnref-2-14-66ff172076fd8e7acf65a3968d005083)14[↩](https://gist.github.com/starred.atom#user-content-fnref-2-15-66ff172076fd8e7acf65a3968d005083)15[↩](https://gist.github.com/starred.atom#user-content-fnref-2-16-66ff172076fd8e7acf65a3968d005083)16[↩](https://gist.github.com/starred.atom#user-content-fnref-2-17-66ff172076fd8e7acf65a3968d005083)17[↩](https://gist.github.com/starred.atom#user-content-fnref-2-18-66ff172076fd8e7acf65a3968d005083)18[↩](https://gist.github.com/starred.atom#user-content-fnref-2-19-66ff172076fd8e7acf65a3968d005083)19[↩](https://gist.github.com/starred.atom#user-content-fnref-2-20-66ff172076fd8e7acf65a3968d005083)20[↩](https://gist.github.com/starred.atom#user-content-fnref-2-21-66ff172076fd8e7acf65a3968d005083)21[↩](https://gist.github.com/starred.atom#user-content-fnref-2-22-66ff172076fd8e7acf65a3968d005083)22[↩](https://gist.github.com/starred.atom#user-content-fnref-2-23-66ff172076fd8e7acf65a3968d005083)23[↩](https://gist.github.com/starred.atom#user-content-fnref-2-24-66ff172076fd8e7acf65a3968d005083)24[↩](https://gist.github.com/starred.atom#user-content-fnref-2-25-66ff172076fd8e7acf65a3968d005083)25[↩](https://gist.github.com/starred.atom#user-content-fnref-2-26-66ff172076fd8e7acf65a3968d005083)26[↩](https://gist.github.com/starred.atom#user-content-fnref-2-27-66ff172076fd8e7acf65a3968d005083)27[↩](https://gist.github.com/starred.atom#user-content-fnref-2-28-66ff172076fd8e7acf65a3968d005083)28[↩](https://gist.github.com/starred.atom#user-content-fnref-2-29-66ff172076fd8e7acf65a3968d005083)29[↩](https://gist.github.com/starred.atom#user-content-fnref-2-30-66ff172076fd8e7acf65a3968d005083)30[↩](https://gist.github.com/starred.atom#user-content-fnref-2-31-66ff172076fd8e7acf65a3968d005083)31[↩](https://gist.github.com/starred.atom#user-content-fnref-2-32-66ff172076fd8e7acf65a3968d005083)32[↩](https://gist.github.com/starred.atom#user-content-fnref-2-33-66ff172076fd8e7acf65a3968d005083)33[↩](https://gist.github.com/starred.atom#user-content-fnref-2-34-66ff172076fd8e7acf65a3968d005083)34[↩](https://gist.github.com/starred.atom#user-content-fnref-2-35-66ff172076fd8e7acf65a3968d005083)35[↩](https://gist.github.com/starred.atom#user-content-fnref-2-36-66ff172076fd8e7acf65a3968d005083)36[↩](https://gist.github.com/starred.atom#user-content-fnref-2-37-66ff172076fd8e7acf65a3968d005083)37[↩](https://gist.github.com/starred.atom#user-content-fnref-2-38-66ff172076fd8e7acf65a3968d005083)38[↩](https://gist.github.com/starred.atom#user-content-fnref-2-39-66ff172076fd8e7acf65a3968d005083)39[↩](https://gist.github.com/starred.atom#user-content-fnref-2-40-66ff172076fd8e7acf65a3968d005083)40[↩](https://gist.github.com/starred.atom#user-content-fnref-2-41-66ff172076fd8e7acf65a3968d005083)41[↩](https://gist.github.com/starred.atom#user-content-fnref-2-42-66ff172076fd8e7acf65a3968d005083)42[↩](https://gist.github.com/starred.atom#user-content-fnref-2-43-66ff172076fd8e7acf65a3968d005083)43[↩](https://gist.github.com/starred.atom#user-content-fnref-2-44-66ff172076fd8e7acf65a3968d005083)44[↩](https://gist.github.com/starred.atom#user-content-fnref-2-45-66ff172076fd8e7acf65a3968d005083)45[↩](https://gist.github.com/starred.atom#user-content-fnref-2-46-66ff172076fd8e7acf65a3968d005083)46[↩](https://gist.github.com/starred.atom#user-content-fnref-2-47-66ff172076fd8e7acf65a3968d005083)47[↩](https://gist.github.com/starred.atom#user-content-fnref-2-48-66ff172076fd8e7acf65a3968d005083)48 -\n[The most important ranking methods for modern search engines](https://www.kopp-online-marketing.com/ranking-methods-for-modern-search-engines)- Vector Ranking, BM25, and Semantic Ranking are all methods used in information retrieval and search ...[↩](https://gist.github.com/starred.atom#user-content-fnref-3-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-3-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-3-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-3-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-3-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-3-6-66ff172076fd8e7acf65a3968d005083)6 -\n[In-Depth Guide to How Google Search Works | Documentation](https://developers.google.com/search/docs/fundamentals/how-search-works)- Get an in-depth understanding of how Google Search works and improve your site for Google's crawling...[↩](https://gist.github.com/starred.atom#user-content-fnref-4-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-4-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-4-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-4-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-4-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-4-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-4-7-66ff172076fd8e7acf65a3968d005083)7[↩](https://gist.github.com/starred.atom#user-content-fnref-4-8-66ff172076fd8e7acf65a3968d005083)8[↩](https://gist.github.com/starred.atom#user-content-fnref-4-9-66ff172076fd8e7acf65a3968d005083)9[↩](https://gist.github.com/starred.atom#user-content-fnref-4-10-66ff172076fd8e7acf65a3968d005083)10[↩](https://gist.github.com/starred.atom#user-content-fnref-4-11-66ff172076fd8e7acf65a3968d005083)11 -\n[Web Vitals | Articles - web.dev](https://web.dev/articles/vitals)- The Core Web Vitals are relevant to all web pages and featured across relevant Google tools. Changes...[↩](https://gist.github.com/starred.atom#user-content-fnref-5-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-5-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-5-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-5-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-5-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-5-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-5-7-66ff172076fd8e7acf65a3968d005083)7[↩](https://gist.github.com/starred.atom#user-content-fnref-5-8-66ff172076fd8e7acf65a3968d005083)8[↩](https://gist.github.com/starred.atom#user-content-fnref-5-9-66ff172076fd8e7acf65a3968d005083)9[↩](https://gist.github.com/starred.atom#user-content-fnref-5-10-66ff172076fd8e7acf65a3968d005083)10[↩](https://gist.github.com/starred.atom#user-content-fnref-5-11-66ff172076fd8e7acf65a3968d005083)11[↩](https://gist.github.com/starred.atom#user-content-fnref-5-12-66ff172076fd8e7acf65a3968d005083)12[↩](https://gist.github.com/starred.atom#user-content-fnref-5-13-66ff172076fd8e7acf65a3968d005083)13[↩](https://gist.github.com/starred.atom#user-content-fnref-5-14-66ff172076fd8e7acf65a3968d005083)14[↩](https://gist.github.com/starred.atom#user-content-fnref-5-15-66ff172076fd8e7acf65a3968d005083)15[↩](https://gist.github.com/starred.atom#user-content-fnref-5-16-66ff172076fd8e7acf65a3968d005083)16[↩](https://gist.github.com/starred.atom#user-content-fnref-5-17-66ff172076fd8e7acf65a3968d005083)17[↩](https://gist.github.com/starred.atom#user-content-fnref-5-18-66ff172076fd8e7acf65a3968d005083)18[↩](https://gist.github.com/starred.atom#user-content-fnref-5-19-66ff172076fd8e7acf65a3968d005083)19[↩](https://gist.github.com/starred.atom#user-content-fnref-5-20-66ff172076fd8e7acf65a3968d005083)20 -\n[How Generative Engine Optimization (GEO) Rewrites the Rules of ...](https://a16z.com/geo-over-seo/)- GEO becomes the system of record for interacting with LLMs, allowing brands to track presence, perfo...[↩](https://gist.github.com/starred.atom#user-content-fnref-6-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-6-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-6-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-6-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-6-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-6-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-6-7-66ff172076fd8e7acf65a3968d005083)7[↩](https://gist.github.com/starred.atom#user-content-fnref-6-8-66ff172076fd8e7acf65a3968d005083)8[↩](https://gist.github.com/starred.atom#user-content-fnref-6-9-66ff172076fd8e7acf65a3968d005083)9[↩](https://gist.github.com/starred.atom#user-content-fnref-6-10-66ff172076fd8e7acf65a3968d005083)10[↩](https://gist.github.com/starred.atom#user-content-fnref-6-11-66ff172076fd8e7acf65a3968d005083)11 -\n[Core Web Vitals In 2025: How They Affect Google Rankings And](https://www.linkedin.com/pulse/core-web-vitals-2025-how-affect-google-rankings-user-jackson-dunagan-gvtoe)- These metrics focus on loading speed, interactivity, and visual stability —three factors that influe...[↩](https://gist.github.com/starred.atom#user-content-fnref-7-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-7-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-7-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-7-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-7-5-66ff172076fd8e7acf65a3968d005083)5 -\n[Programmatic SEO for Developers: Building Scalable Growth ...](https://dev.to/deepakgupta/programmatic-seo-for-developers-building-scalable-growth-engines-with-automation-163n)- TL;DR Programmatic SEO (pSEO) uses automation and data-driven templates to generate...[↩](https://gist.github.com/starred.atom#user-content-fnref-8-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-8-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-8-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-8-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-8-5-66ff172076fd8e7acf65a3968d005083)5 -\n[90-Day SEO Playbook for Success | PDF - Scribd](https://www.scribd.com/document/900114440/90-Day-SEO-Playbook)- The 90-Day SEO Playbook outlines a structured approach to improving SEO performance over three phase...[↩](https://gist.github.com/starred.atom#user-content-fnref-9-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-9-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-9-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-9-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-9-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-9-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-9-7-66ff172076fd8e7acf65a3968d005083)7[↩](https://gist.github.com/starred.atom#user-content-fnref-9-8-66ff172076fd8e7acf65a3968d005083)8[↩](https://gist.github.com/starred.atom#user-content-fnref-9-9-66ff172076fd8e7acf65a3968d005083)9[↩](https://gist.github.com/starred.atom#user-content-fnref-9-10-66ff172076fd8e7acf65a3968d005083)10[↩](https://gist.github.com/starred.atom#user-content-fnref-9-11-66ff172076fd8e7acf65a3968d005083)11[↩](https://gist.github.com/starred.atom#user-content-fnref-9-12-66ff172076fd8e7acf65a3968d005083)12[↩](https://gist.github.com/starred.atom#user-content-fnref-9-13-66ff172076fd8e7acf65a3968d005083)13 -\n[GA4 for SEO: Get Deeper User & Keyword Insights - Finch](https://finch.com/blog/ga4-seo-deeper-insights/)- Unlock powerful SEO insights with Google Analytics 4. Learn how to connect GSC, track engagement, an...[↩](https://gist.github.com/starred.atom#user-content-fnref-10-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-10-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-10-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-10-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-10-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-10-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-10-7-66ff172076fd8e7acf65a3968d005083)7[↩](https://gist.github.com/starred.atom#user-content-fnref-10-8-66ff172076fd8e7acf65a3968d005083)8[↩](https://gist.github.com/starred.atom#user-content-fnref-10-9-66ff172076fd8e7acf65a3968d005083)9[↩](https://gist.github.com/starred.atom#user-content-fnref-10-10-66ff172076fd8e7acf65a3968d005083)10[↩](https://gist.github.com/starred.atom#user-content-fnref-10-11-66ff172076fd8e7acf65a3968d005083)11 -\n[AI Search: How Generative Engine Optimization Reshapes SEO](https://ipullrank.com/probability-ai-search)- Discover how probabilistic AI Search reshapes SEO. Learn how Generative Engine Optimization (GEO) sh...[↩](https://gist.github.com/starred.atom#user-content-fnref-11-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-11-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-11-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-11-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-11-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-11-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-11-7-66ff172076fd8e7acf65a3968d005083)7[↩](https://gist.github.com/starred.atom#user-content-fnref-11-8-66ff172076fd8e7acf65a3968d005083)8[↩](https://gist.github.com/starred.atom#user-content-fnref-11-9-66ff172076fd8e7acf65a3968d005083)9 -\n[How to Optimize Your Site for Generative AI Search - SEO Sherpa](https://seosherpa.com/llm-seo/)- Learn how to optimize your website for large language models like ChatGPT and Perplexity. Discover G...[↩](https://gist.github.com/starred.atom#user-content-fnref-12-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-12-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-12-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-12-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-12-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-12-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-12-7-66ff172076fd8e7acf65a3968d005083)7[↩](https://gist.github.com/starred.atom#user-content-fnref-12-8-66ff172076fd8e7acf65a3968d005083)8[↩](https://gist.github.com/starred.atom#user-content-fnref-12-9-66ff172076fd8e7acf65a3968d005083)9[↩](https://gist.github.com/starred.atom#user-content-fnref-12-10-66ff172076fd8e7acf65a3968d005083)10[↩](https://gist.github.com/starred.atom#user-content-fnref-12-11-66ff172076fd8e7acf65a3968d005083)11[↩](https://gist.github.com/starred.atom#user-content-fnref-12-12-66ff172076fd8e7acf65a3968d005083)12[↩](https://gist.github.com/starred.atom#user-content-fnref-12-13-66ff172076fd8e7acf65a3968d005083)13 -\n[[PDF] GEO: Generative Engine Optimization - arXiv](https://arxiv.org/pdf/2311.09735.pdf)- ABSTRACT. The advent of large language models (LLMs) has ushered in a new paradigm of search engines...[↩](https://gist.github.com/starred.atom#user-content-fnref-13-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-13-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-13-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-13-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-13-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-13-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-13-7-66ff172076fd8e7acf65a3968d005083)7[↩](https://gist.github.com/starred.atom#user-content-fnref-13-8-66ff172076fd8e7acf65a3968d005083)8[↩](https://gist.github.com/starred.atom#user-content-fnref-13-9-66ff172076fd8e7acf65a3968d005083)9[↩](https://gist.github.com/starred.atom#user-content-fnref-13-10-66ff172076fd8e7acf65a3968d005083)10 -\n[How to Appear in Google AI Overviews](https://www.kreativemachinez.com/blog/appear-google-ai-overviews/)- AI Overviews don't summarize your page. They synthesize across pages. That means your content has to...[↩](https://gist.github.com/starred.atom#user-content-fnref-14-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-14-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-14-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-14-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-14-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-14-6-66ff172076fd8e7acf65a3968d005083)6 -\n[Unlocking SEO Success: Google's Latest SEO Starter Guide [2024]](https://www.linkedin.com/pulse/unlocking-seo-success-googles-latest-starter-guide-md-azam-in3nc)- Google offers various tools for preventing crawling and indexing of URLs. ... Keywords in the domain...[↩](https://gist.github.com/starred.atom#user-content-fnref-15-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-15-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-15-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-15-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-15-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-15-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-15-7-66ff172076fd8e7acf65a3968d005083)7[↩](https://gist.github.com/starred.atom#user-content-fnref-15-8-66ff172076fd8e7acf65a3968d005083)8[↩](https://gist.github.com/starred.atom#user-content-fnref-15-9-66ff172076fd8e7acf65a3968d005083)9[↩](https://gist.github.com/starred.atom#user-content-fnref-15-10-66ff172076fd8e7acf65a3968d005083)10[↩](https://gist.github.com/starred.atom#user-content-fnref-15-11-66ff172076fd8e7acf65a3968d005083)11[↩](https://gist.github.com/starred.atom#user-content-fnref-15-12-66ff172076fd8e7acf65a3968d005083)12[↩](https://gist.github.com/starred.atom#user-content-fnref-15-13-66ff172076fd8e7acf65a3968d005083)13[↩](https://gist.github.com/starred.atom#user-content-fnref-15-14-66ff172076fd8e7acf65a3968d005083)14 -\n[Technical SEO for Developers: The Complete Checklist (2026)](https://dev.to/jeansy_sese_81e2b6ea3f588/technical-seo-for-developers-the-complete-checklist-2026-53i0)- Technical SEO for Developers: The Complete Checklist (2026) Most SEO guides are...[↩](https://gist.github.com/starred.atom#user-content-fnref-16-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-16-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-16-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-16-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-16-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-16-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-16-7-66ff172076fd8e7acf65a3968d005083)7[↩](https://gist.github.com/starred.atom#user-content-fnref-16-8-66ff172076fd8e7acf65a3968d005083)8[↩](https://gist.github.com/starred.atom#user-content-fnref-16-9-66ff172076fd8e7acf65a3968d005083)9[↩](https://gist.github.com/starred.atom#user-content-fnref-16-10-66ff172076fd8e7acf65a3968d005083)10[↩](https://gist.github.com/starred.atom#user-content-fnref-16-11-66ff172076fd8e7acf65a3968d005083)11[↩](https://gist.github.com/starred.atom#user-content-fnref-16-12-66ff172076fd8e7acf65a3968d005083)12[↩](https://gist.github.com/starred.atom#user-content-fnref-16-13-66ff172076fd8e7acf65a3968d005083)13[↩](https://gist.github.com/starred.atom#user-content-fnref-16-14-66ff172076fd8e7acf65a3968d005083)14[↩](https://gist.github.com/starred.atom#user-content-fnref-16-15-66ff172076fd8e7acf65a3968d005083)15[↩](https://gist.github.com/starred.atom#user-content-fnref-16-16-66ff172076fd8e7acf65a3968d005083)16 -\n[Core Web Vitals 2025: real impact on your Google ranking](https://ewm.swiss/en/blog/core-web-vitals-2025-impact-reel-ranking-google)- The Core Web Vitals (LCP, INP, CLS) now determine SEO: optimize loading, interactivity, and stabilit...[↩](https://gist.github.com/starred.atom#user-content-fnref-17-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-17-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-17-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-17-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-17-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-17-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-17-7-66ff172076fd8e7acf65a3968d005083)7[↩](https://gist.github.com/starred.atom#user-content-fnref-17-8-66ff172076fd8e7acf65a3968d005083)8 -\n[How ChatGPT reads your content and sees the web - LLMrefs](https://llmrefs.com/blog/how-gpt-sees-the-web)[↩](https://gist.github.com/starred.atom#user-content-fnref-18-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-18-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-18-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-18-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-18-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-18-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-18-7-66ff172076fd8e7acf65a3968d005083)7[↩](https://gist.github.com/starred.atom#user-content-fnref-18-8-66ff172076fd8e7acf65a3968d005083)8[↩](https://gist.github.com/starred.atom#user-content-fnref-18-9-66ff172076fd8e7acf65a3968d005083)9[↩](https://gist.github.com/starred.atom#user-content-fnref-18-10-66ff172076fd8e7acf65a3968d005083)10[↩](https://gist.github.com/starred.atom#user-content-fnref-18-11-66ff172076fd8e7acf65a3968d005083)11[↩](https://gist.github.com/starred.atom#user-content-fnref-18-12-66ff172076fd8e7acf65a3968d005083)12[↩](https://gist.github.com/starred.atom#user-content-fnref-18-13-66ff172076fd8e7acf65a3968d005083)13 -\n[What is ChatGPT Search (and how does it use Bing data)? - Yoast](https://yoast.com/chatgpt-search/)- It uses Bing's index and other sources to provide real-time answers with source attributions. Users ...[↩](https://gist.github.com/starred.atom#user-content-fnref-19-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-19-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-19-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-19-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-19-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-19-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-19-7-66ff172076fd8e7acf65a3968d005083)7[↩](https://gist.github.com/starred.atom#user-content-fnref-19-8-66ff172076fd8e7acf65a3968d005083)8 -\n[How Perplexity AI Finds Sources: The Complete Technical Pipeline](https://showupinai.com/how-does-perplexity-ai-find-sources)- A technical breakdown of Perplexity AI's source pipeline: from crawling to retrieval to scoring to m...[↩](https://gist.github.com/starred.atom#user-content-fnref-20-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-20-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-20-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-20-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-20-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-20-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-20-7-66ff172076fd8e7acf65a3968d005083)7 -\n[Crawling & Indexing: Google Index Explained Simply [2026]](https://www.seo-kreativ.de/en/blog/crawling-indexing-google/)- How does Google find and store your content? Crawling, indexing, index tiers & API leak insights - w...[↩](https://gist.github.com/starred.atom#user-content-fnref-21-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-21-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-21-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-21-4-66ff172076fd8e7acf65a3968d005083)4 -\n[Using log file analysis for SEO to improve Crawling and Indexing.](https://www.reddit.com/r/TechSEO/comments/1c0pe09/using_log_file_analysis_for_seo_to_improve/)- Using log file analysis for SEO to improve Crawling and Indexing.[↩](https://gist.github.com/starred.atom#user-content-fnref-22-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-22-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-22-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-22-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-22-5-66ff172076fd8e7acf65a3968d005083)5 -\n[What Is a Log File Analysis? & How to Do It for SEO - Semrush](https://www.semrush.com/blog/log-file-analysis/)- Log file analysis is the process of downloading and auditing your site's log files to proactively id...[↩](https://gist.github.com/starred.atom#user-content-fnref-23-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-23-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-23-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-23-4-66ff172076fd8e7acf65a3968d005083)4 -\n[For technical SEO, do you rely more on Sitebulb, JetOctopus, or Screaming Frog?](https://www.reddit.com/r/seogrowth/comments/1nufp2n/for_technical_seo_do_you_rely_more_on_sitebulb/)- For technical SEO, do you rely more on Sitebulb, JetOctopus, or Screaming Frog?[↩](https://gist.github.com/starred.atom#user-content-fnref-24-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-24-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-24-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-24-4-66ff172076fd8e7acf65a3968d005083)4 -\n[Getting started with schema.org using Microdata](https://schema.org/docs/gs.html)- This guide will help get you up to speed with Microdata and schema.org so that you can start adding ...[↩](https://gist.github.com/starred.atom#user-content-fnref-25-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-25-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-25-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-25-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-25-5-66ff172076fd8e7acf65a3968d005083)5 -\n[Google Search Console in 2025 - Act-On Software](https://act-on.com/learn/blog/what-is-the-google-search-console/)- Learn about Google Search Console, the free web tool that allows you to check the status of your web...[↩](https://gist.github.com/starred.atom#user-content-fnref-26-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-26-2-66ff172076fd8e7acf65a3968d005083)2 -\n[SEMrush vs Ahrefs vs Moz: Which SEO Tool Is Best for 2025?](https://www.getpassionfruit.com/blog/semrush-vs-ahrefs-vs-moz-which-seo-tool-is-best-for-2025)- Compare SEMrush, Ahrefs, and Moz in our comprehensive 2025 guide. Discover features, pricing, pros &...[↩](https://gist.github.com/starred.atom#user-content-fnref-27-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-27-2-66ff172076fd8e7acf65a3968d005083)2 -\n[Overview of Google's Search Quality Rater Guidelines - Portent](https://www.portent.com/blog/seo/googles-search-quality-evaluator-guidelines-for-seo.htm)- If the E-E-A-T of a page is low enough, people cannot or should not use the MC (Main Content) of the...[↩](https://gist.github.com/starred.atom#user-content-fnref-28-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-28-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-28-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-28-4-66ff172076fd8e7acf65a3968d005083)4 -\n[Optimizing Your Site for Google E-E-A-T | ROI Revolution](https://roirevolution.com/blog/google-e-e-a-t-how-to-optimize-your-site-to-align-with-the-search-quality-rater-guidelines/)- E-E-A-T is an acronym coined by Google that stands for experience, expertise, authoritativeness, and...[↩](https://gist.github.com/starred.atom#user-content-fnref-29-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-29-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-29-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-29-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-29-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-29-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-29-7-66ff172076fd8e7acf65a3968d005083)7 -\n[How Generative AI Impacts Your SEO Strategy - Unibit Solutions](https://www.unibitsolutions.com/how-generative-ai-impacts-your-seo-strategy/)- This article examines the generative AI impact on SEO, highlighting its role in optimizing content a...[↩](https://gist.github.com/starred.atom#user-content-fnref-30-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-30-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-30-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-30-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-30-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-30-6-66ff172076fd8e7acf65a3968d005083)6 -\n[Where Does ChatGPT Get Its Data? LLM Training Data Sources ...](https://www.searchable.com/blog/where-does-chatgpt-get-its-data)- ChatGPT's training data comes from Common Crawl, books, code, and licensed content. Learn what feeds...[↩](https://gist.github.com/starred.atom#user-content-fnref-31-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-31-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-31-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-31-4-66ff172076fd8e7acf65a3968d005083)4 -\n[Key metrics for analyzing...](https://searchengineland.com/measure-organic-traffic-ga4-436994)- Monitor and improve your organic traffic with Google Analytics 4. Learn key dimensions and metrics t...[↩](https://gist.github.com/starred.atom#user-content-fnref-32-66ff172076fd8e7acf65a3968d005083)[↩](https://gist.github.com/starred.atom#user-content-fnref-32-2-66ff172076fd8e7acf65a3968d005083)2[↩](https://gist.github.com/starred.atom#user-content-fnref-32-3-66ff172076fd8e7acf65a3968d005083)3[↩](https://gist.github.com/starred.atom#user-content-fnref-32-4-66ff172076fd8e7acf65a3968d005083)4[↩](https://gist.github.com/starred.atom#user-content-fnref-32-5-66ff172076fd8e7acf65a3968d005083)5[↩](https://gist.github.com/starred.atom#user-content-fnref-32-6-66ff172076fd8e7acf65a3968d005083)6[↩](https://gist.github.com/starred.atom#user-content-fnref-32-7-66ff172076fd8e7acf65a3968d005083)7 -\n[E-E-A-T Analyzer - LibreCrawl Workshop](https://github.com/PhialsBasement/LibreCrawl)- Free desktop SEO crawler - open source alternative to Screaming Frog and similar tools. 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