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The Pondral journal.
Field notes on AI visibility: what's changing, what's measurable, and what to do about it.
Apr 24, 20268 min readApr 23, 202622 min readApr 16, 202614 min readApr 11, 20266 min readApr 9, 202611 min readApr 2, 202612 min readMar 29, 202611 min readMar 26, 202610 min readMar 19, 20269 min readMar 14, 20265 min readMar 12, 20265 min readMar 5, 20268 min readFeb 28, 20267 min readFeb 26, 20266 min readFeb 19, 20268 min readFeb 12, 202614 min read
The five-factor rubric, explained slowly.
Five factors, each weighted, each public. Why they're weighted the way they are, and what edge cases we've learned to handle.
The Complete Guide to AI Visibility in 2026
How AI engines decide which brands to cite, how to measure your presence, and what to do about the gaps.
10 Brands That Dominate AI Search
Ten brands that appear consistently across ChatGPT, Claude, Gemini, Perplexity, and Grok. What they have in common.
Why your About page is now SEO infrastructure.
Your About page is where AI engines learn who you are and what category you belong in. Here's what to put on it.
ChatGPT vs Perplexity vs Gemini
Each engine has different citation habits. Here's what that means for your brand's visibility strategy.
How We Built Pondral's Scoring Rubric
The design decisions behind the five-factor rubric: what we built, what we changed, and what we got wrong.
Schema markup for the conversational web.
Structured data is how you describe yourself to AI before it gets a question about you. Here's the schema that matters.
Schema Markup for AI: how structured data gets your brand cited
Structured data lets AI engines parse your brand before they answer a question about it. The playbook, with examples.
AI Visibility for E-Commerce
Product-intent queries route through AI now. Here's how e-commerce brands get cited instead of skipped.
What ChatGPT thinks "best CRM" means in 2026.
We ran 'best CRM' against five engines. Here's who shows up, who doesn't, and what the pattern tells you.
5 Quick Wins to Improve Your AI Visibility This Week
Five changes you can make this week, ranked by effort and impact.
What Is Answer Engine Optimization (AEO)?
AEO is the practice of optimizing for answers, not rankings. Here's the definition that actually holds up.
The death of brand-keyword search.
People still look for brands. They just don't start with Google. Here's what that shift means for your visibility strategy.
AEO vs. SEO: what changes and what stays the same
Content quality still matters. The signals AI engines weight have shifted. Here's exactly what changed and what didn't.
AEO Glossary: 25+ AI Visibility Terms Defined
A working vocabulary: AI visibility, brand SOV, citation link, confidence interval, and 20-plus more terms defined.
Inter-rater reliability for AI answers.
Single-run scores are point estimates, not measurements. Here's how Cohen's kappa tells you when to trust a number.
Last updated April 2026Run a free audit →