CRO research, visitor psychology, and pre-traffic CRO.
Landing page insights, conversion science, and visitor research. Written for founders, agencies, and marketing teams who care more about why visitors leave than how many showed up.
What Each AI Engine Actually Wants Before It Cites You
ChatGPT, Perplexity, Claude, Gemini, and Google AI Overviews each pick citations differently. What each engine wants, what blocks you, every figure sourced.
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Why AI Doesn't Cite You: 5 Blockers, Engine by Engine
Most AEO advice lists what earns a citation. The bigger lever is what prevents one. Five structural blockers, checked engine by engine.
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llms.txt: Does It Actually Work? We Checked the Data
llms.txt gets 5,400 searches a month. Google ignores it, 300K-domain studies found no citation effect, and we removed it from our own scoring engine.
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Why Reddit Outranks You on Google (and in AI Answers Too)
Google signed a $60M deal, AI engines followed, and now a forum thread beats your product page. The mechanics, and the three moves that still work.
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Google Just Told You to Stop Buying AEO Hacks
Google's official June 2026 guide says llms.txt, chunking, and AI-only rewrites are wasted effort. True on Google. Here's the cross-engine catch they left out, in 5 minutes.
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How AI Search Decides What to Cite (and How We Measure It the Same Way)
AI search retrieves and reads live pages (RAG grounding), then fans one query into many. Here is how ChatGPT, Perplexity, and Google AI choose sources, with the data, and how WhyIQ Radar measures it by running the real queries.
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10 Ways to Improve Your Conversion Rate (and Your Sales)
Ten ways to improve your conversion rate and turn more of the visitors you already have into sales: clearer messaging, one obvious CTA, less form friction, visible trust, and testing before you ship.
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What is GEO? Generative Engine Optimization, Explained
GEO is optimizing your content so AI engines quote you in their answers. The plain-English guide: what GEO is, how it relates to AEO and AI search visibility, how it differs from SEO, and who should care.
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Does AEO/GEO Replace SEO? No, But the Lever Changed
No. AEO and GEO layer on SEO, they don't replace it. The foundation is shared, but the authority signal moved from backlinks to brand mentions. The 2026 data, and how to do both.
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The Founder's Page vs. The Stranger's Page
Founders cannot diagnose their own landing pages. The 1990 Stanford tapper experiment measured the gap: 2.5% comprehension vs 50% predicted. Three biases compound it.
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CRO Audits Are Broken. And Your Agency Is Paying the Bill.
Your agency charges $3,000 for a CRO audit. The deliverable is a 60-page PDF that says 'make the CTA bigger'. The client implements it. Conversion does not move. Here is the structural reason, and the two layers a 2026 audit needs.
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50 Visitors. One Landing Page. Three Completely Different Bounces In The First 8 Seconds.
We ran 50 simulated visitors through the same SaaS landing page. They bounced in the first 8 seconds for three completely different reasons. The research, the methodology, and the 3 elements that decide whether anyone scrolls.
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Why ChatGPT Cites Some Sources and Ignores Others (Our 482-Run Data Set)
We ran 482 AI search queries across 5 platforms. Only 0.6% of non-brand queries cited any source. Brand mentions get a domain cited 10x more often than backlinks. The citation moat isn't links.
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Your Client Is Blaming You for Their Conversions. Here's What's Actually Your Fault.
The 7 reasons a site doesn't convert, and which three are actually in your scope. Plus how to protect yourself at handoff and turn the blame conversation into a retainer.
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Your AI Built Your Landing Page Around a Theory Debunked in 1976
The conversion funnel has been studied since 1898 and proven wrong since 1976. AI code generators skipped all of it. Here is what that costs your landing page.
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You Don't Have a Traffic Problem. You Have a Clarity Problem.
The first thing a founder says when conversions are low: 'I need more traffic.' The data says otherwise. At 1,000 visitors a month, one A/B test takes 28 months. Fix clarity first.
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69% of AI Crawlers Can't Read Your Website (And One Is Wearing a Disguise)
GPTBot and ClaudeBot cannot execute JavaScript. 69% of AI crawlers see a blank page. Here is what they miss and how generative engine optimization (GEO) actually works.
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You Vibe-Coded a Landing Page. Now Nobody Converts.
You shipped a landing page in 20 minutes with Cursor. It looks professional. Your conversion rate is 0.4%. Here are the 6 CRO decisions the AI made for you that you never reviewed.
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Why Is My Landing Page Not Converting?
Your landing page has traffic but no conversions. Here are the 9 specific failure modes, how to diagnose which one is yours, and how to fix it.
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§ Coming soon
How Agencies Sell AEO and GEO Services in 2026
Clients are asking what AI says about them. How to package AEO and GEO as a retainer: the baseline, the monthly deliverable, and honest expectations.
The Best AEO Tools in 2026 (Prices Verified This Week)
Profound, Peec, Otterly, AthenaHQ, Semrush, SE Ranking and WhyIQ Radar compared on price, engines, and cadence. Every figure read off their own pages.
AI Visibility Score: What It Is, What It Can't Tell You
Every SEO suite now sells an AI visibility score. Some predict citation readiness, some measure real citations. How to tell which number you're buying.
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