Deniz
Content & GEO Strategy
23 posts
Your Cover Image Is Now an AI Citation
AI search engines surface images alongside text in their answer panels — your blog cover is now part of the citation. Here's how to make it earn its place.…
Stop Opening the GEO Dashboard: Wire GEON's MCP Server Into Your AI Client
Three steps to wire GEON into Claude Desktop or Cursor — visibility scores, scans, and action triage become chat-native instead of a dashboard tab you forget to…
Fixing Wrong AI Citations: The Coordinated Reset Playbook
When AI engines cite the wrong facts about your brand, the fix isn't a single content update. It's a coordinated reset across model memory, retrieval index, and…
Pillar Content Is a Citation Moat, Not a Ranking Asset
Pillar pages built for AI search engines compound differently than SEO hubs. Engineered correctly, they become canonical sources LLMs return to — until refresh …
The Answerable Atom: Why AI Search Engines Cite Sections, Not Pages
AI engines decompose every prompt into sub-questions and retrieve separately for each one. The unit that wins citations isn't your URL — it's a single H2 with a…
Reading AI Crawlers in Your Server Logs: A Practical Field Guide
Server access logs are the only verifiable record of AI crawler activity. Here's how to read GPTBot, ClaudeBot, and PerplexityBot traffic with awk, grep, and re…
The YMYL Citation Gate: Why Health, Legal, and Finance Need a Different GEO Playbook
AI engines apply a heavier trust filter on YMYL queries — health, legal, and finance — because the liability of a wrong answer outweighs the value of any single…
Five Surfaces B2B SaaS Teams Must Engineer to Win AI Citations
B2B SaaS buying decisions are now drafted inside ChatGPT, Perplexity, and Gemini before sales ever enters the conversation. Here are five surfaces — comparison …
The Schema Markup Stack AI Search Engines Actually Read
Four JSON-LD schemas — Organization, Article, Person, and BreadcrumbList — carry almost all the signal AI search engines extract. Stuffing the rest of the schem…
Google AI Overviews Reward Structure, Not Rank: How Gemini Picks Citations
Google's AI Overviews don't cite the highest-ranking page — they cite the page whose passages cleanly answer the sub-queries Gemini fans a single query into. Wi…
How to Get Cited by Claude: An Engineering Guide for AI Search Visibility
Claude cites differently than ChatGPT and Perplexity. Here's how to engineer content that earns citations from Anthropic's models — through conservative claims,…
GEO Isn't SEO 2.0: How to Get Cited by AI Engines in 2026
Generative Engine Optimization is the practice of structuring content so AI engines like ChatGPT, Perplexity, and Google AI Overviews retrieve and cite it. It r…
Engineering ChatGPT Citations: The Three Levers That Move Brand Visibility
ChatGPT citations aren't earned by luck — they're engineered through three deterministic levers: crawler access, citation-shaped content, and dedicated measurem…
From SEO to GEO Without Starting Over
A practitioner's transition plan for SEO teams moving into generative engine optimization — what skills carry over, what needs rewiring, and a 90-day roadmap wi…
How to Get Cited by Perplexity: A Field Guide for 2026
Perplexity exposes its sources by design — which means citation share is measurable, and anything measurable is engineerable. Five tactics that actually move th…
Stop Optimizing for All Six AI Search Engines
ChatGPT, Gemini, Perplexity, Claude, Grok, and DeepSeek look like one channel and behave like six. A prioritization framework for picking the two or three that …
How E-commerce Stores Become Citable Sources in AI Search
AI search engines answer shopping queries by quoting structured product data, not by ranking keyword pages. Here's how e-commerce sites earn citations on ChatGP…
Ranking #1 in Maps Won't Get You Cited by ChatGPT
Local SEO and local AI visibility are different disciplines. You can dominate the map pack and still be invisible inside ChatGPT, Perplexity, and Google AI Over…
E-E-A-T for AI Search: Why Authority Signals Decide What LLMs Cite
AI search engines like Perplexity and ChatGPT don't rank — they cite. That changes which signals matter, and E-E-A-T has quietly become the foundation of citati…
Stop Ranking. Start Getting Cited.
AI Overviews didn't kill search traffic — they redirected it toward whichever sources the model cites. The brands winning the zero-click SERP shifted their goal…
10 Rules for Getting Cited by AI Search Engines
Traditional SEO rewards relevance. AI search rewards extractability. Here are ten concrete rules — sourced from controlled GEO research and observed citation be…
Your GEO Score Is Lying: Why GEO Needs a Four-Tier Metric Stack
A single 'GEO score' hides more than it reveals. Here's the four-tier framework — visibility, citation quality, reference authority, conversion — that AI search…
AI Brand Reputation Management: When the Answer Engine Becomes the Critic
AI search engines now mediate brand perception by generating direct answers that can misrepresent, omit, or hallucinate about you. Here's a practitioner's playb…