Research Article September 06, 2026
• 5 pages
• 274.4 KB
AI Platforms Citations Patterns: What Marketers Need to Know in 2026
File: ai-platforms-citations-patterns.pdf
arXiv-Style Open Access Archive
Preprint Repository
Research Papers & PDF Archive
Every technical report, algorithm reverse-engineering study, and AI search guide from metehan.ai, compiled into standalone academic preprints formatted in classical arXiv style with numbered citations and sources.
99 Papers Available
• 33 Deep Articles
• 66 Technical Reports
• Direct PDF Downloads
Research Article September 06, 2026
• 4 pages
• 272 KB
AI Search Optimization Platform for Global Marketing Teams: How to Build Visibility Across Markets and Models
File: ai-search-optimization-platform-for-global-marketing-teams.pdf
Research Article September 06, 2026
• 5 pages
• 285.5 KB
AI Share of Voice Benchmarking Methods: How to Measure Competitive Visibility in AI Discovery
File: ai-share-of-voice-benchmarking-methods.pdf
Research Article September 06, 2026
• 5 pages
• 264.6 KB
AI Strategic Visibility: How to Build Brand Presence Across AI Search Platforms
File: ai-strategic-visibility-how-to-build-brand-presence-across-ai-search-platforms.pdf
Research Article September 06, 2026
• 4 pages
• 281.9 KB
AI Visibility Audit for E-commerce Brands: A Complete Guide
File: ai-visibility-audit-ecommerce-brands-complete-guide.pdf
Research Article September 06, 2026
• 4 pages
• 258.8 KB
AI Visibility Software with GA4 Integration: Tracking LLM Mentions Alongside Web Analytics
File: ai-visibility-software-ga4-integration-llm-mentions-tracking.pdf
Research Article September 06, 2026
• 6 pages
• 306.1 KB
22 SEO tools I actually use in 2026 (free + paid)
File: 24-seo-tools-i-actually-use-2026.pdf
Research Article September 06, 2026
• 4 pages
• 273.4 KB
Brand Visibility Ranker for Marketing Agencies: How to Measure, Improve, and Report AI Presence
File: brand-visibility-ranker-for-marketing-agencies.pdf
Research Article September 06, 2026
• 5 pages
• 268.2 KB
Co-mentions in Forums and Their AI Visibility Impact: Reddit, Quora, and Beyond
File: co-mentions-in-forums-ai-visibility-impact-reddit-quora-and-beyond.pdf
Research Article September 06, 2026
• 4 pages
• 261.9 KB
Common Mistakes That Hurt Brand Visibility on AI Platforms
File: common-mistakes-that-hurt-brand-visibility-on-ai-platforms.pdf
Research Article September 06, 2026
• 4 pages
• 252.6 KB
How Agencies Can Report on AI Visibility for Their Clients
File: how-agencies-can-report-on-ai-visibility-for-their-clients.pdf
Research Article September 06, 2026
• 4 pages
• 273.5 KB
How Many Internal Links in a Blog Post
File: how-many-internal-links-in-a-blog-post.pdf
Research Article September 06, 2026
• 4 pages
• 273.2 KB
How to Track AI Brand Mentions: A Practical Framework for Modern Marketing Teams
File: how-to-track-ai-brand-mentions.pdf
Research Article September 06, 2026
• 4 pages
• 278 KB
Perplexity AI Brand Mention Monitoring Tool: How Marketers Can Track, Measure, and Improve AI Visibility
File: perplexity-ai-brand-mention-monitoring-tool.pdf
Research Article September 06, 2026
• 4 pages
• 274.1 KB
Tools Providing Historical Trend Analysis for AI Brand Visibility
File: tools-providing-historical-trend-analysis-for-ai-brand-visibility.pdf
Research Article September 06, 2026
• 4 pages
• 278.8 KB
What Is Few Shots Prompting? A Practical Guide for Marketers and SEO Teams
File: what-is-few-shots-prompting.pdf
Research Article September 06, 2026
• 4 pages
• 277.3 KB
What Is Prompt Engineering in the Context of AI? A Practical Guide for Modern Marketing Teams
File: what-is-prompt-engineering-in-the-context-of-ai.pdf
Research Article September 06, 2026
• 5 pages
• 278.2 KB
What Metrics Measure Success in AI Search Engines
File: what-metrics-measure-success-in-ai-search-engines.pdf
Research Article September 06, 2026
• 5 pages
• 313.8 KB
Where to Put Schema Code in Website: Best Practices for Modern SEO and AI Discovery
File: where-to-put-schema-code-in-website-best-practices-for-modern-seo-and-ai-discovery.pdf
Research Article September 06, 2026
• 14 pages
• 22 sources
• 480.1 KB
21 Best AI Visibility Tools for 2026 (Tested & Ranked)
File: best-ai-visibility-tools.pdf
Research Article September 06, 2026
• 11 pages
• 38 sources
• 450.8 KB
Best AEO & GEO Tools in 2026 (21 Platforms Tested)
File: best-aeo-geo-tools.pdf
Research Article September 06, 2026
• 8 pages
• 29 sources
• 456.6 KB
11 Best AI Visibility Tools for Marketing Agencies (Honest 2026 Review)
File: the-best-ai-visibility-tools-for-marketing-agencies.pdf
Research Article September 06, 2026
• 8 pages
• 27 sources
• 491.6 KB
Best AI Mode Rank Trackers for 2026 (11 Tools That Track Google AI Mode)
File: best-ai-mode-rank-tracker.pdf
Research Article September 06, 2026
• 10 pages
• 28 sources
• 8512.7 KB
How to Track Brand Mentions in Perplexity AI (10 Best Tools for 2026)
File: track-brand-mentions-perplexity-ai.pdf
Research Article September 06, 2026
• 6 pages
• 14 sources
• 409.5 KB
How To Improve Brand Visibility in AI Search Engines
File: how-to-improve-brand-visibility-in-ai-search-engines.pdf
Research Article September 06, 2026
• 7 pages
• 16 sources
• 422.3 KB
Which Answer Engine Optimization Tools Offer Near Instant Insights?
File: answer-engine-optimization-tools-near-instant-insights.pdf
Research Article September 06, 2026
• 7 pages
• 13 sources
• 423 KB
Which AEO Insights Company Delivers the Best Data Quality? (10 Compared)
File: aeo-insights-company.pdf
Research Article September 06, 2026
• 9 pages
• 13 sources
• 462.9 KB
LLM Knowledge Cutoff Dates (Every Major Model Fact-Checked, June 2026)
File: llm-knowledge-cutoff-dates.pdf
Research Article September 06, 2026
• 13 pages
• 70 sources
• 542.6 KB
Top AEO/GEO Experts in 2026 (24 People Actually Moving the Field)
File: top-aeo-geo-experts-2026.pdf
Research Article September 06, 2026
• 7 pages
• 316.4 KB
Best Enterprise AI Search Analytics Tools in 2026: API Access, Looker Integration, White-Label Reporting and Unlimited Seats Compared
File: best-enterprise-ai-search-analytics-tools.pdf
Research Article September 06, 2026
• 9 pages
• 7 sources
• 424.9 KB
How to Track Your Brand Visibility in AI Search With Peec AI
File: how-to-track-brand-visibility-in-ai-search.pdf
Research Article September 06, 2026
• 5 pages
• 284.4 KB
How AI Visibility Tools Actually Collect Data: API vs UI Scraping, Sampling and Methodology Transparency Explained
File: how-ai-visibility-tools-collect-data.pdf
Research Article September 06, 2026
• 9 pages
• 319 KB
Best AEO & GEO Agencies in 2026: 30 Agencies Compared
File: best-aeo-geo-agencies.pdf
Technical Report May 04, 2026
• 12 pages
• 16 sources
• 619.5 KB
I Crawled 65,000 Pages of My Own Site Without Parsing a Single Line of HTML
File: http-headers-internal-links.pdf
Technical Report March 30, 2026
• 4 pages
• 7 sources
• 380.7 KB
How I Turned Meta AI's Brain Scanner Model Into a Free SEO Tool
File: how-i-turned-meta-ais-brain-scanner-model-into-a-free-seo-tool.pdf
Technical Report March 18, 2026
• 4 pages
• 3 sources
• 356.5 KB
I Turned 16 Months of Google Search Console Data Into a Vector Database.
File: i-turned-16-months-of-google-search-console-data-into-a-vector-database-heres-what-i-learned.pdf
Technical Report March 04, 2026
• 7 pages
• 8 sources
• 790.9 KB
"I Built a 60,000-Page AI Website for $10: GPTBot Crawled It 30,000+
File: i-built-a-60-000-page-ai-website-for-10-gptbot-crawled-it-30-000-times-in-12-hours.pdf
Technical Report February 24, 2026
• 10 pages
• 5 sources
• 601.5 KB
"Google Discover Architecture: Clusters, Classifiers, OG Tags, NAIADES -
File: google-discover-architecture.pdf
Technical Report February 13, 2026
• 24 pages
• 12 sources
• 699.1 KB
Reverse-Engineering the OpenAI's GPT-5 Tokenizer: What 200,000 Tokens Reveal About AEO/GEO
File: reverse-engineering-the-gpt-5-tokenizer-aeo-geo.pdf
Technical Report February 02, 2026
• 3 pages
• 2 sources
• 516.2 KB
I Built a Tool for AI Agent Discovery in One Weekend and It's Free
File: i-built-a-tool-for-ai-agents-in-one-weekend.pdf
Technical Report January 07, 2026
• 10 pages
• 16 sources
• 528.9 KB
The Hidden Authority Signal: Why Your CC Rank May Matter More for AI Visibility
File: cc-rank.pdf
Technical Report December 20, 2025
• 3 pages
• 2 sources
• 349.2 KB
ChatGPT's Personal Memory Affects Everything In Responses & OpenAI is Using Google Analytics
File: chatgpts-personal-memory-affects-everything-in-responses-openai-is-using-google-analytics.pdf
Technical Report December 15, 2025
• 3 pages
• 4 sources
• 359.3 KB
How I Accidentally Triggered 125K Google Impressions Through LLM \"AI News Today Recency\" Bias
File: how-i-accidentally-triggered-125k-google-impressions-through-llm-ai-news-today-recency-bias.pdf
Technical Report December 12, 2025
• 4 pages
• 8 sources
• 399.6 KB
Stop Guessing Which Prompts to Track: Use Your GSC Data to Discover Where You're Already Visible in AI Search
File: stop-guessing-which-prompts-to-track.pdf
Technical Report November 26, 2025
• 14 pages
• 16 sources
• 1589.4 KB
Reverse-Engineering Google AI Mode: What Discovery Engine Reveals About Google's AI Search Architecture
File: reverse-engineering-google-ai-mode.pdf
Technical Report November 10, 2025
• 4 pages
• 6 sources
• 374.7 KB
How ChatGPT Uses the Public Suffix List to Treat Domains & Subdomains Differently
File: how-chatgpt-uses-the-public-suffix-list.pdf
Technical Report October 29, 2025
• 6 pages
• 9 sources
• 386.6 KB
100+ Questions That Show AEO/GEO Is Different Than SEO
File: 100-questions-that-show-aeo-geo-is-different-than-seo.pdf
Technical Report October 12, 2025
• 6 pages
• 4 sources
• 459.1 KB
[FREE CODE INSIDE] How to Run Visual Query Fan-Out Analysis in Screaming Frog Using OpenAI
File: visual-query-fan-out-screaming-frog.pdf
Technical Report October 03, 2025
• 5 pages
• 6 sources
• 444.5 KB
I Found It in the Code, Science Proved It in the Lab: The Recency Bias That's Reshaping AI Search
File: i-found-it-in-the-code-science-proved-it-in-the-lab-the-recency-bias-thats-reshaping-ai-search.pdf
Technical Report September 16, 2025
• 2 pages
• 2 sources
• 328.5 KB
The num=100 Effect: Why Deep Research Feels Shrinks
File: the-num100-effect-why-deep-research-feels-shrinks.pdf
Technical Report September 11, 2025
• 7 pages
• 6 sources
• 547.6 KB
The RRF Top-n Playbook: How to Get Cited by ChatGPT’s Web Mode (k≈60)
File: the-rrf-top-n-playbook-how-to-get-cited-by-chatgpts-web-mode.pdf
Technical Report August 20, 2025
• 5 pages
• 5 sources
• 445.6 KB
Inside ChatGPT's GPT 5 Search: What the Configuration Files Reveal About How It Ranks Your Content
File: chatgpt-5-search-configuration.pdf
Technical Report August 10, 2025
• 9 pages
• 12 sources
• 2283.3 KB
I Analyzed 1827 Real User Prompts from ChatGPT - Here What I've Found: Agentic Search Will Be The New Hype
File: i-analyzed-1827-real-user-prompts-from-chatgpt-here-what-ive-found-agentic-search.pdf
Technical Report August 04, 2025
• 16 pages
• 10 sources
• 604.8 KB
Breaking: Perplexity's 59 Ranking Patterns and Secret Browser Architecture Revealed (With Code)
File: perplexity-ai-seo-59-ranking-patterns.pdf
Technical Report August 01, 2025
• 4 pages
• 5 sources
• 390.2 KB
Token Economics: Can Logprobs Help You Increase AI Search Visibility?
File: token-economics-log-probabilities-ai-search-visibility.pdf
Technical Report July 22, 2025
• 7 pages
• 17 sources
• 465 KB
Is RRF the Secret to Dominating AI Citations? I Decoded ChatGPT's Ranking Formula
File: chatgpt-is-using-reciprocal-rank-fusion-rrf.pdf
Technical Report July 18, 2025
• 2 pages
• 1 source
• 278.8 KB
What Happens When You Launch a Website Without Google or Bing? (AI Citation Test)
File: what-happens-when-you-launch-a-website-without-google-or-bing-ai-citation-test.pdf
Technical Report July 16, 2025
• 8 pages
• 8 sources
• 382.4 KB
The Temperature Zero Trick: How to Discover What LLMs Really Know About Any Company in 30 Seconds
File: temperature-llms.pdf
Technical Report July 09, 2025
• 7 pages
• 6 sources
• 581 KB
Is It Possible to Build? Universal LLM Optimization Analyzer with Gemini API for Screaming Frog
File: llm-optimization-analyzer-screaming-frog.pdf
Technical Report July 02, 2025
• 9 pages
• 20 sources
• 1018.6 KB
CiteMET Method Part 2: The Technical Playbook for AI Memory Optimization
File: citemet-method-part-2-ai-memory-optimization.pdf
Technical Report July 01, 2025
• 8 pages
• 6 sources
• 440.8 KB
[MUVERA] How to Run a Multi-Vector Retrieval Analysis with Screaming Frog
File: screaming-frog-muvera-analysis.pdf
Technical Report June 29, 2025
• 10 pages
• 23 sources
• 568.9 KB
Why \"AI Share Buttons\" Might Be the Smartest Growth Hack: The CiteMET Method
File: citemet-ai-share-buttons-growth-hack-for-llms.pdf
Technical Report June 26, 2025
• 6 pages
• 11 sources
• 406.4 KB
How to Run Query Fan-Out Analysis in Screaming Frog Using Gemini AI
File: query-fan-out-screaming-frog-ai.pdf
Technical Report June 22, 2025
• 5 pages
• 6 sources
• 418.3 KB
Experiment with Google Document AI Layout Parser: Here's What I Found
File: google-document-ai-layout-parser.pdf
Technical Report June 17, 2025
• 4 pages
• 6 sources
• 883.2 KB
Experiment with Google Vertex AI Ranking API: Here's What I Found (Free Script)
File: google-vertex-ai-ranking-api.pdf
Technical Report June 15, 2025
• 3 pages
• 10 sources
• 410.1 KB
Google Discovery Engine Demo for AIO and AI Mode: A Hands-On SEO Playground
File: google-discovery-engine-demo-a-hands-on-seo-playground.pdf
Technical Report June 13, 2025
• 3 pages
• 1 source
• 352.2 KB
Moz MCP: Bring Your SEO Tool Capabilities into LLMs
File: moz-mcp.pdf
Technical Report June 09, 2025
• 7 pages
• 10 sources
• 548.1 KB
AlsoAsked MCP Server: Bringing \"People Also Ask\" Insights Directly into AI
File: alsoasked-mcp.pdf
Technical Report June 05, 2025
• 7 pages
• 6 sources
• 448.5 KB
Yes, You Can Track AI Search Engines in Google Search Console! Here's the Workaround
File: how-to-track-google-ai-mode-ai-search-engines-on-search-console-there-might-be-a-workaround.pdf
Technical Report June 03, 2025
• 5 pages
• 1 source
• 376.9 KB
Semrush MCP Server: Integrating Semrush with AI (Code Inside)
File: semrush-mcp.pdf
Technical Report May 30, 2025
• 3 pages
• 1 source
• 255.1 KB
GEO or SEO? The Future of SEO is Not What You Think
File: geo-or-seo-the-future-of-seo-is-not-what-you-think.pdf
Technical Report May 27, 2025
• 5 pages
• 15 sources
• 667.1 KB
Google Translate Proxy Pages Are Dominating AI Overviews in Europe, too — And No One Controls It
File: google-translate-proxy-pages-are-dominating-ai-overviews-in-europe-too-and-no-one-controls-it.pdf
Technical Report May 26, 2025
• 5 pages
• 7 sources
• 383.9 KB
Google AI Mode Optimization: I Analyzed My Website with Query Fan-Out Technique - What Did I Learn?
File: google-ai-mode-optimization-query-fan-out.pdf
Technical Report May 20, 2025
• 2 pages
• 5 sources
• 307.5 KB
Reddit Is Dead, Unseen by SEOs: Google Translate’s Proxy Pages Pull 606M Visits Monthly
File: reddit-is-dead-unseen-by-seos-google-translates-proxy-pages-pull-606m-visits-monthly.pdf
Technical Report May 02, 2025
• 9 pages
• 53 sources
• 411.3 KB
17 Untapped Backlink Sources (2026 Edition)
File: 17-untapped-backlink-sources.pdf
Technical Report April 29, 2025
• 116 pages
• 1 source
• 848.5 KB
The Ultimate Guide to OpenAI's SearchGPT Shopping
File: openai-searchgpt-ecommerce-guide.pdf
Technical Report April 27, 2025
• 4 pages
• 2 sources
• 411.4 KB
The Link Lazarus Method: How Dead Wikipedia Links Leveraged My Link Building (300,000$ Saved)
File: link-lazarus-method.pdf
Technical Report April 26, 2025
• 5 pages
• 5 sources
• 468.2 KB
image-to-SEO: I Built an AI Tool to Decode Google Discover. Here's What It Found
File: image-to-seo-i-built-an-ai-tool-to-decode-google-discover-heres-what-it-found.pdf
Technical Report April 26, 2025
• 56 pages
• 3 sources
• 688.2 KB
AI & Machine Learning in Search: The Complete Guide for SEO Professionals
File: ai-machine-learning-in-search.pdf
Technical Report April 25, 2025
• 8 pages
• 1 source
• 591.3 KB
The Ultimate HCU Recovery Playbook: Proven Tactics to Reclaim Your Lost SEO Traffic
File: the-ultimate-hcu-recovery-playbook.pdf
Technical Report April 18, 2025
• 2 pages
• 1 source
• 246.6 KB
After BrightonSEO 2025 April...
File: after-brightonseo-2025-april.pdf
Technical Report March 29, 2025
• 2 pages
• 1 source
• 277 KB
Google Search Console MCP: Chatting with Your Google Search Console Data
File: google-search-console-mcp.pdf
Technical Report March 28, 2025
• 5 pages
• 5 sources
• 320.4 KB
How to Set Up an AI-Powered SEO Ranking Predictor (Less than $10)
File: how-to-set-up-an-ai-powered-seo-ranking-predictor-less-than-10.pdf
Technical Report March 17, 2025
• 4 pages
• 8 sources
• 453.5 KB
Embedding SEO: Use Gemini & Claude to Decode Your Content's Ranking DNA (Free Tool Inside)
File: embedding-seo-tool-analysis.pdf
Technical Report March 12, 2025
• 2 pages
• 1 source
• 294.8 KB
Automate Your Backlink Opportunities with Screaming Frog (and OpenAI)
File: automate-your-backlink-opportunities-with-screaming-frog-and-openai.pdf
Technical Report March 11, 2025
• 2 pages
• 1 source
• 233.4 KB
SEO Insights with Google's Gemini Embeddings (A Free Tool Inside)
File: seo-insights-with-googles-gemini-embeddings-a-free-tool-inside.pdf
Technical Report February 25, 2025
• 3 pages
• 1 source
• 920.4 KB
Introducing the Programmatic SEO Plan Builder: Streamline Content Strategy
File: introducing-the-programmatic-seo-plan-builder.pdf
Technical Report February 17, 2025
• 2 pages
• 2 sources
• 318.8 KB
Does ChatGPT & DeepSeek R1 Recognize Your Brand? (Now, there is a way to check)
File: does-chatgpt-recognize-your-brand.pdf
Technical Report January 28, 2025
• 4 pages
• 1 source
• 350.4 KB
Screaming Frog and DeepSeek Integration: Supercharge Your SEO
File: screaming-frog-deepseek-integration.pdf
Technical Report January 26, 2025
• 3 pages
• 4 sources
• 325.9 KB
Enhancing SEO with AI: Implementing an Automated Agent Using browser-use and DeepSeek R1
File: browser-use-and-deepseek-r1-seo-agent.pdf
Technical Report December 31, 2024
• 5 pages
• 7 sources
• 379.8 KB
How to Optimize Your Website for AI Overviews? Google Cloud Case Study
File: how-to-optimize-your-website-for-ai-overviews-google-cloud-case-study.pdf
Technical Report November 29, 2024
• 3 pages
• 2 sources
• 344.2 KB
(FREE TOOL) Advanced Google Discover Optimizer: Recover or Increase Your Traffic
File: free-tool-advanced-google-discover-optimizer-recover-traffic-or-increase.pdf
Technical Report November 28, 2024
• 3 pages
• 1 source
• 316.5 KB
Improve Your SEO Strategy with Cosine Similarity and Topic Clustering Tool
File: improve-your-seo-strategy-with-cosine-similarity-and-topic-clustering-tool.pdf
Technical Report November 21, 2024
• 4 pages
• 15 sources
• 368.4 KB
The Top AI Search Engines Liaisons/Leaders to Follow in 2025 (John Mueller and Danny Sullivan are not in the list)
File: the-top-ai-search-engines-experts-to-follow-in-2025.pdf
Technical Report November 19, 2024
• 4 pages
• 1 source
• 372.9 KB
An Open-Source Google ReRanker: Transforming Google Results with AI Magic
File: an-open-source-google-reranker-transforming-google-results-with-ai-magic.pdf
Technical Report November 13, 2024
• 4 pages
• 267.8 KB
How I Got to Ranking #1 in SearchGPT: A Step-by-Step Guide
File: how-to-rank-1-in-searchgpt-a-step-by-step-guide.pdf
Technical Report November 10, 2024
• 3 pages
• 4 sources
• 360.7 KB
How to Submit & Index Your Page on SearchGPT? (An Experiement & Results)
File: how-to-submit-index-your-page-on-searchgpt-an-experiement-results.pdf
Technical Report November 07, 2024
• 6 pages
• 4 sources
• 401.4 KB
Advanced Technical Insights into Perplexity AI's Potential Algorithm Weights: A Case Study
File: advanced-technical-insights-into-perplexity-ais-potential-algorithm-weights-a-case-study.pdf
Technical Report November 07, 2024
• 3 pages
• 216.9 KB
Google's Secret Sauce: Embeddings - The Key to Understanding Search Intent
File: googles-secret-sauce-embeddings-the-key-to-understanding-search-intent.pdf
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