2026-07-17 · geo · citations · ai-search
#15 in citations beats #15 in Google
RAG answers read about 20 citations deep while Google clicks stop at position 3. Why deep citation slots pay in AI answers and where the 35% overlap breaks.
2026-07-17 · geo · measurement · attribution
AI leads convert 8x better. Or 4x. Or 2.1x. Or not at all.
Goodie says AI leads convert 2.1x. Rivals say 4x to 8x. Navattic measured no lift. An audit of the industry's favorite stat, and how to test it on your funnel.
2026-07-17 · geo · measurement · ai-search
ChatGPT is a slot machine. Perplexity is a metronome.
Surfer's run-by-run data: Perplexity citations hold, ChatGPT's churn, AI Overviews sit between. Citation volatility decides which fixes pay back first.
2026-07-17 · geo · agencies · measurement
GEO agencies sell six-month retainers for changes that show up in days
AI engines fetch pages live at answer time, so retrieval fixes register in days. What a six-month GEO retainer is for, and what agencies stretch.
2026-07-17 · geo · measurement · ai-search
GEO is 1% of your traffic. The panic is about the other 99%
Conductor's 3-billion-session study puts LLM referrals near 1% of traffic. Measured declines run 2.5%. The 25% collapse number is a survey artifact.
2026-07-17 · geo · measurement · prompts
How many prompts do you need to track? About ten.
Ethan Smith tracks Graphite's own AI visibility with 10 to 15 prompts while enterprise tools sell 5,000. The useful band is small. Depth pays, breadth bills.
2026-07-17 · geo · citations · economics
The $375 site that outperforms the $20,000 site
A $375 site matches a $20,000 TechRadar-class site on AI citation frequency. The placement market, priced, and why citations per dollar beats domain authority.
2026-07-17 · geo · reddit · citations
The five-comment Reddit strategy
Mass-posting on Reddit gets deleted. The play behind Webflow's numbers: find the threads AI engines already cite, then add five useful, disclosed comments.
2026-07-17 · geo · measurement · ai-search
The people selling AI rankings keep saying they don't exist
Ahrefs, Graphite, Open Forge and iPullRank all sell AI visibility measurement. Their own words argue for disclosed runs, ranges, and evidence instead.
2026-07-17 · geo · measurement · question-research
There is no prompt volume. Divide by 25 and move on.
Ahrefs and Conductor both admit prompt volume data is fiction. The divide-by-25 heuristic, why panel numbers wobble, and what to use for question research.
2026-07-17 · geo · measurement · tooling
Your AI tracker's data source matters more than its dashboard
AI visibility trackers pull from one of four data sources. Answers change little between them. Citations change a lot, and citations are what you act on.
2026-07-17 · geo · aeo · help-center
Your help center is citation gold and you buried it on a subdomain
Ethan Smith calls help-center optimization his most exciting topic. Move it off the subdomain, cross-link it, and write the tail articles nobody else will.
2026-07-05 · geo · attribution · analytics
25% of customers say AI sent them. Analytics says 4%. Both are right
AI referral traffic hides as direct or unattributed in GA4, so your dashboard undercounts it 3 to 5 times. Why the gap exists and how to reconcile the two numbers.
2026-07-05 · geo · ai-overviews · measurement
AI Overviews cut position-1 CTR from 27% to 11%. Now what?
Sistrix and Ahrefs both measured the AI Overviews click collapse at position 1. The clicks fall, the visitors that remain convert better. What to actually do next.
2026-07-05 · geo · javascript · rendering
AI crawlers don't run your JavaScript
An analysis of 500M+ GPTBot fetches found zero JavaScript execution. If your content or schema loads client-side, AI crawlers see an empty shell. Here is how to check.
2026-07-05 · geo · mcp · agents
Agent surfaces: when AI stops reading your site and starts querying it
An agent surface (an MCP server) lets AI assistants query your live data instead of scraping a page. Here is the handshake that proves whether you have one.
2026-07-05 · geo · bing · indexation
ChatGPT runs on Bing. Your Bing indexation is upstream of everything
ChatGPT search discovers pages through Bing's index. If Bing has not indexed you, ChatGPT cannot cite you. Here is how to check and speed up Bing indexation.
2026-07-05 · geo · seo · ai-search
GEO vs SEO: what actually carries over
GEO vs SEO in plain terms: which classic search work still counts for AI answers, which stops mattering, and where citation dominance parts ways with rankings.
2026-07-05 · geo · gptbot · robots-txt
GPTBot, OAI-SearchBot, ChatGPT-User: block the wrong one and you vanish
OpenAI runs three bots with three jobs. Block GPTBot to dodge training and you keep your ChatGPT citations. Block OAI-SearchBot by mistake and you disappear.
2026-07-05 · geo · performance · server-logs
HTTP 499: the log line that means ChatGPT gave up on your page
A 499 in your server logs means an AI fetcher opened a live connection, waited, and hung up before your page responded. No answer, no citation. Here is the fix.
2026-07-05 · geo · chatgpt · ai-search
How ChatGPT chooses which websites to cite
How ChatGPT picks sources: the Bing index upstream, a strong recency bias favoring content under 30 days, live page fetches, and how to verify whose search answered.
2026-07-05 · geo · measurement · analytics
How to measure AI visibility without lying to yourself
AI answers change run to run, so a single check is weather, not climate. A three-layer method (sampling plus analytics plus surveys) that survives scrutiny.
2026-07-05 · geo · json-ld · structured-data
JSON-LD for AI: Organization, sameAs, and being a thing instead of a website
Organization schema with sameAs links to Wikipedia and Wikidata tells AI engines you are a known entity, not an anonymous domain. Here is the markup and why it matters.
2026-07-05 · geo · ai-search · fan-out
Query fan-out: the invisible searches that decide AI answers
Query fan-out explained: how AI search splits one question into hidden sub-queries, why citation tracks sub-query rank #1-5, and what that breaks about keyword targeting.
2026-07-05 · geo · server-logs · crawlers
Reading your server logs for AI bots: the only non-synthetic GEO signal
Every AI visibility metric except one is estimated. Your server logs record what AI bots actually fetched, when, and whether they failed. Here is how to read them.
2026-07-05 · geo · measurement · share-of-voice
Share of voice in AI answers: the only metric that survives scrutiny
AI share of voice measures how often AI answers mention your brand versus rivals across many runs. Why sampling beats rank tracking and how to build the metric honestly.
2026-07-05 · geo · robots-txt · ai-crawlers
The robots.txt that lets AI cite you without training on you
AI crawlers split into three jobs: search, live fetch, and training. Your robots.txt can allow the first two and block the third. Here is the bot table to do it.
2026-07-05 · geo · measurement · ai-search
There is no AI rank. Here's the math
There is no AI rank: a 2,961-run study found under a 1-in-1,000 chance two AI answers repeat the same ordered brand list. What to measure instead of a fake number.
2026-07-05 · geo · ai-search · foundations
What is GEO? Generative engine optimization, minus the hype
Generative engine optimization defined by mechanism, not vendor promises: how retrieval, query fan-out, and synthesis decide whether AI answers cite your brand.
2026-07-05 · geo · ai-search · brand
Your brand in the model's memory: the layer that refreshes yearly
Does ChatGPT know your brand? Two layers decide it: frozen training memory that refreshes on a slow cycle and live retrieval. Young brands live entirely in the second.
2026-07-05 · geo · performance · ttfb
Your server speed is now an existence problem
AI assistants fetch pages live at answer time and abandon slow ones with an HTTP 499. Time to first byte stopped being a ranking factor and became a yes-or-no gate.
2026-07-05 · geo · llms-txt · technical
llms.txt: what it is, where it goes, whether it matters
llms.txt is a markdown file that describes your site for language models. Here is what it contains, the two locations it lives in, and whether any AI engine reads it yet.