Blog
Learn how to optimize your brand's AI search visibility.
We Audited the Top AEO Skills. Almost None Measure Anything.
We read every file of the 12 most-installed AEO and GEO skills on skills.sh and checked their claims against the research. Here is what they get wrong, and the open-source skill we built to fix it.
Read moreDo You Need a Wikipedia Page to Show Up in AI Answers?
Wikipedia is upweighted in model training, dominates ChatGPT's citations, and sits in 72% of big-brand AI Overviews. It is also closed to brands that try to write their own. A decision rule for which side of that line you are on.
Read moreDo AI Engines Favor Big Brands Over Smaller Ones?
Field data says AI answers mention market leaders far more than niche brands. Controlled experiments say brand name barely moves a model's ranking. We reconcile the research and give challenger brands a rule for telling a brand-prior gap from an evidence gap.
Read moreDo AI Overviews Show Up When People Search Your Brand Name?
Branded searches were the one place Google's AI Overviews stayed away. Six datasets show that changed in 2026, and the sources Google uses to describe your brand mostly aren't yours.
Read moreDo Self-Promotional 'Best Of' Listicles Help AI Visibility?
AI engines cite vendor-written 'best X' lists that rank the publisher first, but rarely adopt the ranking. We reconcile the two datasets that measured it and give a rule for deciding whether your listicle is helping you or your competitors.
Read moreDo People Click the Sources Cited in AI Answers?
A randomized experiment with 37,561 Washington Post readers, Pew's browsing panel, and Seer Interactive's CTR data disagree by an order of magnitude on whether AI citations get clicked. The reason they disagree is the useful part.
Read moreDo AI Crawlers Render JavaScript? What Your Brand Loses When They Don't
Most AI crawlers fetch raw HTML and skip your JavaScript. A 37,927-journey study finds agents that can't read a site build answers from other sources, recommend it about half as often, and get its facts wrong more. Here's what that means, and which pages to check first.
Read moreCan AI Agents Read Your Website? What Changes When They Can't
When a buyer asks ChatGPT or Claude about your pricing, the agent tries to open your site. New data on what happens when it can't, and how to test yours.
Read moreDoes Changing a Page's Date Help It Get Cited by AI?
A peer-reviewed experiment shows a date alone can flip an LLM's choice between two equally relevant passages up to 25% of the time. What that means for date bumps, stale pages, and your refresh policy.
Read moreDo AI Engines Cite the Same Sources? Not Even Close
A new academic audit found Google and Baidu give near-identical answers while sharing 3% of their cited domains — and Google's own two AI surfaces agree even less. What that means for tracking one engine and extrapolating to the rest.
Read moreDoes AI-Written Content Get Cited by AI Search Engines?
Roughly half of new articles are AI-generated, yet AI-written pages earn a fraction of AI citations. Five datasets on the gap, why the headline numbers seem to contradict each other, and the threshold that actually matters.
Read moreWho Should Own AI Visibility: A Dedicated Hire or Your SEO Team?
One in five SEO job ads now asks for AI search, GEO, or AEO skills — but only 720 postings in a year put the discipline in the title. Three datasets on what companies are actually doing, and a decision rule for when the work justifies a headcount.
Read moreHow Many Websites Block AI Crawlers? Depends Which Web You Mean
Published blocking rates run from 9% to 54% of sites, and the spread is mostly two dials: which slice of the web was sampled, and whether the bot blocked does search or training. Here's the reconciliation, and what blocking measurably costs.
Read moreDo Press Releases Get Your Brand Into AI Answers?
One dataset says paid and advertorial content earns 0.3% of AI citations; another says a wire-distributed story reaches 9–20% of related answers. Both are right, and the difference is a decision rule about where PR budget goes.
Read moreWhy Do Two AI Visibility Tools Give Your Brand Different Scores?
Same brand, same week, two tools, two very different AI visibility scores — and often neither is broken. A new preprint shows the prompt set and its weights define what the score measures, with a worked example swinging 31 points on weighting alone.
Read moreDo AI Search Engines Fact-Check What They Read About Your Brand?
A new 72,000-page benchmark fed fabricated brand claims to ten search agents: they endorsed the fake brands in 40–50% of exposed runs and verified suspicious evidence in about 2%. Corroboration, not truth, is what the agents check.
Read moreCan a Content Score Predict Whether AI Will Cite You?
A new validation study re-measured the classic GEO effect sizes on ten modern engines and found they move citation on none. What an engine-free content score can and cannot tell you.
Read moreCan Google Search Console Measure Your AI Visibility?
Search Console's generative AI performance report is now live worldwide. It shows impressions in AI Overviews and AI Mode — and omits queries, clicks, and every other engine. Here's how to read it.
Read moreCan You Trust AI Citations? A Third Don't Support the Claim
Two independent audits published the same day found 34.7% of Perplexity's citations don't back the sentence they're attached to, and a three-site network manufactured 215,128 buying guides AI cites. Here's what that does to citation counts as a KPI.
Read moreDo GEO Tactics Stop Working When Everyone Uses Them?
Two simulations of GEO in a competitive market: fixed tactics lose their edge as adoption rises, and the ranking signal itself drifts away from quality as the pool optimizes.
Read moreYouTube Is the Top-Cited Domain in Google's AI Answers. In ChatGPT It's 1%.
Six published figures for YouTube's presence in AI answers run from 0.99% to 23.3%, and every one of them is defensible. The spread is engines and denominators — and it decides whether video belongs in your AEO plan at all.
Read moreOpenAI Licensing Deals Buy a 48% ChatGPT Citation Premium. Nobody Else's Do.
A new 129-million-citation study finds publishers with OpenAI deals earn 48% more ChatGPT citations per page — while Google's and Perplexity's licensees get no home-platform edge at all.
Read moreChatGPT UI now cites Reddit the same amount as the OpenAI API
Reddit's share of citations in the ChatGPT UI fell by more than 90%. The surprising part is where it landed: near the level API web search was already returning.
Read moreAEO vs SEO: What's the Difference?
Answer engine optimization (AEO) competes for citations inside AI answers. Search engine optimization (SEO) competes for clicks from ranked links. What transfers, what doesn't, and whether you need both in 2026.
Read moreHow Much of the Web Is GEO-Optimized? 9% Overall, 16% of Pages Touched This Year
A new CISPA study puts a number on GEO adoption for the first time: 8.9% of pages AI search retrieves are optimized, and detectors can now flag them — mostly.
Read moreAI Visibility Reporting: What to Show Clients When Organic Traffic Drops
42% of agencies now field 'why is organic traffic declining?' Here's the AI visibility report that answers it, and where the popular playbook falls short.
Read moreCitation Wars: The GEO Playbook Is Now the Attack Model
A CMU paper simulates what happens when everyone optimizes for AI citations: quality falls and filters fail. A second benchmark shows safety guardrails missing GEO-injected misinformation, and a third paper now cuts GEO's success rate from 50% to 6% — by treating the rewrite itself as the attack.
Read moreThe Best AI Content Writers for AEO
Evatype, Surfer SEO, KoalaWriter, Outrank, Byword, and AirOps compared on the thing that decides whether AI-written content gets cited: what tells it what to write about.
Read moreReddit Lost Its AI Citation Lead While Marketers Were Busy Gaming It
Reddit is still a top-cited domain, but it has slipped behind YouTube on the assistants, it barely registers in Google's AI Overviews, and in August 2026 its share of ChatGPT Search citations fell 86% in four days — with no confirmed cause.
Read moreAI Traffic Converts Better Than Search. It's Also 0.2% of Your Visits.
Adobe measured AI-referred retail visitors converting 54% better than everyone else, and Shopify's AI-driven orders tripled. Contentsquare put AI at 0.2% of all sessions. Both are true, and together they change what you should be measuring.
Read moreThe Best LLM Scraping APIs, Compared
Cloro, SearchApi, Olostep, DataForSEO, Oxylabs, and BrightData compared on cost, coverage, and measured success rates from a tool that runs all six in production.
Read moreWhat Metrics Matter for AI Search Visibility?
Which AI search visibility metrics actually matter, and when a number is solid enough to spend budget against — built on the IAB's 4 P's and its decision-grade criteria.
Read moreDoes Ranking in Google's Top 10 Get You Cited by AI?
Published estimates of the overlap between top-10 rankings and AI citations range from 12% to 93%. The spread is the finding: rank is neither necessary nor sufficient for citation.
Read moreLinkedIn Is the #2 Most-Cited Domain in AI Search. Your Company Page Isn't Why.
Two 2026 studies put LinkedIn second only to Reddit or YouTube among cited domains — and most of those citations point at individual profiles, not brand pages. What that changes about who publishes.
Read moreHow Long Does It Take to Get Cited by AI?
Presence builds over weeks, not days, and the content AI cites is typically months old. Three 2026 datasets on the clock behind AI citations, and what it changes about your measurement window.
Read moreGhost Citations: When AI Cites You Without Naming You
Semrush and Kevin Indig found 61.7% of brand appearances in AI answers were citations with no brand mention. Here's why citation and mention come apart, and how to fix each failure separately.
Read moreWhere AI Citations Come From (Mostly Not Your Site)
Across 25 million links cited by AI engines, 84% pointed at domains the brand doesn't own — but on the evaluation-stage prompts that decide shortlists, the ratio flips. Here's what that changes about where you spend your AEO effort.
Read moreAI Overviews Now Appear in 43% of US Searches
New Similarweb data puts an AI Overview on more than 40% of US Google searches, up from 15% a year ago. Here's what that changes about measuring AI visibility.
Read moreMulti-Turn AI Search: What Prompt Tracking Misses
New research finds the last prompt in an AI conversation carries about a third of what the user actually said. Here's what that means for measuring AI visibility.
Read moreMicrosoft Clarity AI Citations: What It Tracks (and What It Misses)
Clarity's Citation dashboard is free, first-party data on which of your pages AI answers cite. Here's what its metrics mean, what the new scrape-to-referral ratio tells you, and the one ecosystem it can see.
Read moreShould You Opt Out of Google's AI Overviews?
Google now has a Search Console toggle that removes your site from AI Overviews and AI Mode without hurting your rankings. Here's who it's for, and why most brands shouldn't touch it.
Read moreAI Share of Voice: Measuring Brand Presence in AI Search
AI share of voice measures how often answer engines mention your brand versus competitors. Learn the definition, how to calculate it, and how to improve it.
Read moreThe 12 Best AEO Tools & Trackers for AI Search Visibility in 2026
We compared 12 AEO tools and AEO tracking software on engine coverage, citation tracking, competitor benchmarking, and price. Open-source, self-serve, and enterprise options included.
Read moreAI Visibility Software: The 14 Best Tools for 2026
Fourteen AI visibility software platforms compared on engine coverage, sample size, reproducibility, and export — the four things that decide whether the visibility numbers you get are trustworthy.
Read moreFree AI Visibility Tools: How to Track Brand Mentions in ChatGPT for $0
Free tools to track brand mentions in ChatGPT, Gemini, Perplexity and Google AI Overviews. What open-source self-hosting, free tiers, graders and manual checks can and can't do.
Read moreCitation Volatility: How Much Do the Sources AI Cites Change Over Time?
We tracked a set of prompts to answer this question. Domains AI cites churn more than you'd think, and how much depends on what you ask.
Read moreGenerative Engine Optimization Tools: The 9 Best GEO Platforms in 2026
The best generative engine optimization tools in 2026, compared. Elmo, Profound, Peec AI, Scrunch and more GEO platforms rated on engine coverage, sampling, and price.
Read moreGetCito vs Elmo
GetCito started as a minimal vibe-coded tracker, switched to a fork of Elmo, then replaced that with a from-scratch vibe-coded rewrite. Here is the comparison.
Read moreRobots.txt and AI Crawlers: Is 'Disallow All' Killing Your AI Traffic?
A leftover 'Disallow: /' can hide your site from AI search. Here's which AI crawlers to allow, which to block, and how to check your robots.txt in minutes.
Read moreStructured Data for AI Search: Schema & llms.txt
How structured data helps AI engines understand and cite your content: a practical guide to schema markup and llms.txt for AEO.
Read more- ·Jared Rhizor
Do llms.txt files matter for AEO?
The llms.txt convention is often misunderstood due to minor nuances in how it's used by AI search. Learn how agentic search actually uses Markdown text.
Read more 15 ChatGPT Prompts for SEO & Marketing (Copy-Paste Library)
A library of copy-paste ChatGPT prompts for SEO and marketing: keyword research, content briefs, on-page, meta tags, and auditing your AI visibility.
Read moreCompetitor Analysis for AI Search
AI competitor analysis benchmarks your brand against rivals in AI search: who gets cited, on which prompts. Here's how to run one, step by step.
Read moreAI Sentiment Analysis for Brands
AI brand sentiment is how AI engines characterize your brand, not just whether they mention you. Learn how to monitor and improve it.
Read moreHow Often Should You Run AEO Prompt Tracking?
AI answers change run to run, so cadence decides whether your numbers mean anything. A concrete default for how often to run AEO prompt tracking, and when to deviate.
Read moreAI Citations: What They Are & How to Earn Them
AI citations are the source links AI answers attribute information to. Learn how AI engines decide what to cite, and how to earn citations.
Read moreAI for SEO: How to Use It, What It Breaks, and What Comes Next
A practical guide to AI for SEO: which parts of the workflow AI genuinely speeds up, where it quietly costs you rankings, which AI SEO tools are worth paying for, and how AI search changes the job.
Read moreThe Best AI Search Engines in 2026, Compared (Free and Paid)
The best AI search engines compared: ChatGPT Search, Perplexity, Google AI Overviews, Gemini, Copilot, Claude, Grok and Brave — by strengths, underlying models, price, and which are free.
Read more