Field notes on visibility, not another content calendar.

The technical SEO checklist that still matters in an AI-search world

It's tempting to treat technical SEO as a solved, boring problem now that everyone's chasing AI citations. It isn't solved, and it's exactly what determines whether a model can retrieve you in the first place.

Jul 14, 20266 min read

SEO vs GEO vs AEO: The Real Differences in 2026 (And Why You Need All Three)

A page can rank #1 in Google and be invisible in ChatGPT. A page can get cited by Perplexity daily and never win a featured snippet. Here's what actually separates the three.

Jul 13, 20269 min read

How to Get Cited by ChatGPT, Perplexity, and Google AI Overviews: The 2026 Playbook

Most 'how to rank in ChatGPT' advice is either recycled SEO tips with 'AI' pasted on top, or vague enough to be unfalsifiable. This isn't that.

Jul 13, 202610 min read

AI Search Took Over Google: The Real Numbers Behind the Shift in 2026

For a few years, 'AI is changing search' was a forecast. It isn't anymore. Here's what the actual numbers say, not the hype.

Jul 13, 202610 min read

Answer Engine Optimization: how to win the box before the click

The featured snippet, the PAA box, and the AI Overview are the same fight wearing three different outfits. Win the answer, not just the ranking.

Jun 30, 20265 min read

What Are AI SEO Agents, and How Do 40+ of Them Work Together?

The reason platforms run dozens of narrow agents instead of one general 'SEO AI' is the same reason a hospital has specialists instead of one doctor for everything.

Jun 17, 20268 min read

Why Full AI Autonomy Is Risky for SEO (And What to Do Instead)

The right design routes low-risk, reversible actions through automatically, and routes high-impact or hard-to-reverse actions through explicit approval. Not full autonomy, and not full manual review either.

Jun 5, 20267 min read

Your Competitors Are Already Being Recommended by AI. Are You?

The gap between 'the AI already knows and recommends me' and 'the AI has never heard of me' doesn't stay neutral. It widens, because being cited generates more citing material on its own.

May 24, 20268 min read

GEO, AEO, and VEO Explained: The New Acronyms in Search

A page well-optimized for AEO is usually already most of the way to being GEO-friendly too, which is why the distinction still matters even though the underlying work overlaps.

May 13, 20267 min read

Why Your Customers Are Asking AI Instead of Googling You

On Google, being in the top ten still gets you seen. In an AI answer, not being one of the one to three names mentioned means you're functionally invisible for that query.

May 1, 20267 min read

Your Rankings Dropped Overnight. Here's How to Actually Diagnose It

The instinct when rankings drop is to start changing things immediately. Resist that for the first hour. Diagnosing the cause takes less time than most people assume.

Apr 19, 20268 min read

The Product Page SEO Checklist for Stores With More Than 50 SKUs

A product page checklist that assumes you'll manually edit each page falls apart somewhere around 50 SKUs. This one is built for catalogs where that was never realistic in the first place.

Apr 7, 20267 min read

How Agencies Scale Past 10 Clients Without Hiring an Entire SEO Team

It's rarely the strategy work that eats an account manager's week. It's the execution, and execution is exactly the part software can now run at scale.

Mar 27, 20267 min read

Backlink Building Strategies That Still Work

Directory submissions, blog comment links, and bulk guest post networks stopped working years ago, or work but carry enough risk to not be worth it. Here's what's actually moving the needle now.

Mar 15, 20268 min read

Perplexity SEO: How to Actually Get Cited

If your category has active discussion happening on Reddit, that discussion is already shaping what Perplexity tells people about you, whether you're participating in it or not.

Mar 3, 20267 min read

How Google AI Overviews Actually Decides What to Cite

AI Overviews isn't a parallel path around traditional SEO. It's an additional filter on top of it — you have to rank well before you can be cited at all.

Feb 19, 20268 min read

Local SEO

Google Business Profile Optimization: What Actually Moves Map Pack Rankings

You can't change distance, and prominence builds slowly, but relevance is something you can fix this week just by filling out a Google Business Profile correctly. Most businesses leave half of it blank.

Feb 8, 20267 min read

Illustrative Example: How AI Agents Could Take a Shopify Store From Page 3 to Page 1

This is a composite walk-through, not a named case study, built to show how an AI agent-based audit and fix cycle would typically approach a common e-commerce SEO problem end to end.

Jan 15, 20268 min read

What Is Retrieval-Augmented Generation (RAG), and Why Does It Matter for SEO?

RAG isn't a black box. It's a three-stage pipeline with mechanical reasons behind which pages get cited, and those reasons map directly to specific writing decisions.

Jan 3, 20269 min read

Local SEO

Local SEO for Service-Area Businesses That Don't Have a Public Office Address

The setup for a service-area business is different from a standard storefront listing, and getting it wrong is the single most common reason these businesses are invisible in local search.

Dec 22, 20257 min read

How Much Does an SEO Agency Cost vs. AI-Powered SEO Automation? A Line-by-Line Breakdown

The gap isn't just price. An agency bills for the time it takes a human to find and fix a problem. An automation platform bills for access to a system that finds and fixes problems continuously.

Dec 11, 20256 min read

Best AI SEO Tools for Small Businesses: A Category-by-Category Comparison

A five-page local business site doesn't need an enterprise research suite, and a 200-page e-commerce catalog can't run on a single content-writing add-on. The category matters more than the brand name.

Nov 29, 20258 min read

How to Get Your Business Mentioned by ChatGPT When Someone Asks for a Recommendation

There's no submission form for getting mentioned by ChatGPT. Visibility gets earned the way a journalist learns which companies are credible in a space — through repeated, consistent signals across the web.

Nov 17, 20258 min read

SEO vs. GEO: What's the Difference Between Search Engine Optimization and Generative Engine Optimization?

SEO has a long tail of value — ranking fourth still gets clicks. GEO is closer to binary: either your content got selected for the answer, or it didn't. That difference changes what's worth optimizing for.

Nov 5, 20257 min read

Generative Engine Optimization (GEO): How to Rank Higher on AI Search Engines

To rank on an AI search engine means becoming the source it trusts enough to cite. That's a different, narrower target than ranking a page, and it rewards a different set of habits.

Oct 25, 20258 min read

The True Value of Page 1 Google Rankings (And How AI Is Rewriting the Rules)

A page one ranking is worth measurable revenue, not vanity. Here's how to think about that value, and why the cost of reaching it has changed faster than most budgets have caught up with.

Oct 13, 20257 min read