Evidence-first writing on AI search, and what the GEO market gets wrong.
I publish the methodology, the sources, and the results I can actually reproduce. When the evidence says a popular tactic does nothing, that gets published too.
Latest
What to Fix First When SEO Is Not Moving
Most SEO waste comes from doing true things in the wrong order. This framework finds the bottleneck before anyone writes another page.
SEO Concepts and Client ProofThe Local SEO Results Map: Calls, Pages, Reviews
Local SEO results are not one map-pack screenshot. They are profile actions, service-page visibility, calls, reviews, proof, and the tracking that connects them.
SEO Concepts and Client ProofTurn Search Console Queries Into a Content Roadmap
The export is not a content calendar. It is a map of what Google is already testing you for, if you group it by problem instead of chasing the biggest number.
SEO Concepts and Client ProofThe Proof Stack Behind Real SEO Results
A screenshot is not proof. It becomes proof only when the baseline, shipped work, crawl evidence, visibility movement, and business action all line up.
SEO Concepts and Client ProofSix SEO Concepts That Create Client Results
The useful SEO concepts are not jargon. They are the sequence that turns a site from invisible, unclear, and unmeasured into something people and search systems can trust
Agency Operator EconomicsReporting GEO Results When Nothing Moved
Once you put an honest error bar on an AI visibility number, most months are flat. Here are the four conversations that creates, written out word for word, and the report
Agency Operator EconomicsVetting a White Label GEO Partner Before You Sign
Every page in this category is written by a provider. This one is written for the buyer, by someone who sells the same thing and would rather you interrogated me properly
SEO Concepts and Client Proof
What to Fix First When SEO Is Not Moving
Most SEO waste comes from doing true things in the wrong order. This framework finds the bottleneck before anyone writes another page.
SEO Concepts and Client ProofThe Local SEO Results Map: Calls, Pages, Reviews
Local SEO results are not one map-pack screenshot. They are profile actions, service-page visibility, calls, reviews, proof, and the tracking that connects them.
SEO Concepts and Client ProofTurn Search Console Queries Into a Content Roadmap
The export is not a content calendar. It is a map of what Google is already testing you for, if you group it by problem instead of chasing the biggest number.
SEO Concepts and Client ProofThe Proof Stack Behind Real SEO Results
A screenshot is not proof. It becomes proof only when the baseline, shipped work, crawl evidence, visibility movement, and business action all line up.
SEO Concepts and Client ProofSix SEO Concepts That Create Client Results
The useful SEO concepts are not jargon. They are the sequence that turns a site from invisible, unclear, and unmeasured into something people and search systems can trust
Agency Operator Economics
Reporting GEO Results When Nothing Moved
Once you put an honest error bar on an AI visibility number, most months are flat. Here are the four conversations that creates, written out word for word, and the report
Agency Operator EconomicsVetting a White Label GEO Partner Before You Sign
Every page in this category is written by a provider. This one is written for the buyer, by someone who sells the same thing and would rather you interrogated me properly
Agency Operator EconomicsWho Actually Does This Work, and How You Staff It
Two thirds of agencies have the demand. The job description for the person who delivers it barely exists. Here is the actual skill profile, a ramp plan with the assumptio
Agency Operator EconomicsAt What Price Does a GEO Retainer Make Money?
Every pricing guide in this category surveys what other agencies charge. None of them work the arithmetic from hours to loaded cost to the price where the account stops l
Agency Operator EconomicsWhat Is Actually Inside a GEO Retainer
Eighteen tasks, an hour figure on each one, and a written test for when each is finished. This is the document that decides whether month four happens.
Engine Mechanics and the Frontier
When the Visitor Is an Agent, Not a Crawler
Agent traffic is real, it is visible in exactly one place, and almost everything published about optimizing for it is unfalsifiable. This draws the line.
Engine Mechanics and the FrontierHow an Engine Decides Which Entity You Are
Declaring an identity and corroborating one are different jobs. Almost everything sold as entity SEO does the first and charges for the second.
Engine Mechanics and the FrontierCited in One Engine, Invisible in Another
Two engines, one query, opposite outcomes. The divergence is not noise. Read correctly it is the fastest instrument you have for finding what is actually broken.
Engine Mechanics and the FrontierQuery fan out, and why one query is not one query
Google publishes the definition. Seer measured the breadth at 10.7 sub-queries per prompt, and 95 percent of those sub-queries have zero search volume. That is not trivia
Engine Mechanics and the FrontierHow a Page Becomes a Retrievable Passage
Your page is indexed, fetched, and comprehensive, and it still never gets pulled into an answer. The reason is that no retrieval system has ever selected your page. It se
The Cited Method (ACCESS, MEASURE, MAP, EARN, PROVE)
A Full AI Visibility Audit, Start to Finish, in Public
The condition for this post was a client who would let me publish the findings that made them look bad. I could not get one. So the site I tore down is my own.
The Cited Method (ACCESS, MEASURE, MAP, EARN, PROVE)Proving AI search produced revenue, honestly
Five stages, four joints, three of them broken by default. Here is the chain with the breaks marked, and the exact claim each surviving subset entitles you to make.
The Cited Method (ACCESS, MEASURE, MAP, EARN, PROVE)Earning AI Citations, and Where the Line Sits
Most coverage of this splits into how to game it and please do not. Neither is usable in a client meeting. Here is the line drawn with quoted policy instead of opinion.
The Cited Method (ACCESS, MEASURE, MAP, EARN, PROVE)Build the Map of What an Engine Actually Cites
Everybody says get cited on the sources AI trusts. Nobody shows you how to work out what those sources are for one specific query set. This is the procedure, including th
The Cited Method (ACCESS, MEASURE, MAP, EARN, PROVE)How many prompts before the number means anything
Every measurement post asserts a prompt count. None of them show the arithmetic. Here is the arithmetic, run three times, for three different claims.
The Cited Method (ACCESS, MEASURE, MAP, EARN, PROVE)Can Every AI Crawler Actually Fetch This Site?
Reading robots.txt tells you what a site intends. It tells you nothing about what an AI agent actually receives. This is the procedure for the four layers underneath, and
Measurement Instruments
Proving Which AI Crawlers Actually Fetched Your Pages
A user agent string is a claim, not evidence. Here is the full pipeline, including the verification step that most published guides skip entirely.
Measurement InstrumentsWhat AI Visibility Tools Actually Measure
Not one of these platforms has a first party feed from an AI engine. Every score you are about to put in a client report is a reconstruction from a sample the vendor chos
Measurement InstrumentsAuditing What AI Gets Factually Wrong About a Brand
A field set of eight, a named public adjudicator for each, and two fields deliberately thrown out. The exclusions are the reason the score is worth anything.
Measurement InstrumentsA Citation Is Not a Recommendation
Four things can happen to your brand inside an AI answer. Every tool on the market reports them as one number, and the number is quietly wrong.
Measurement InstrumentsBuilding a Prompt Set That Represents Real Demand
Every published resource on this topic is a list of prompts. None of them is a derivation. Here is how the panel actually gets built, weighted, capped and versioned, with
Evidence Audits and Primary Sources
Ranking First Is Not the Strongest Citation Predictor
Nine published analyses put the overlap between AI citations and top ranking pages anywhere from 12% to 90%. All nine are real. The advice built on them is built on the w
Evidence Audits and Primary SourcesDo Brand Mentions Beat Backlinks for AI Citation?
The correlation is real and it is being used to justify budget moves it cannot support. This is the evidence laid out honestly, the three confounds that could produce all
Evidence Audits and Primary SourcesI could not reproduce the 40% GEO result. Here is exactly why.
I published my acceptance criteria before I opened anything, then audited the founding GEO paper against its own released code and dataset. One of five criteria cleared.
Evidence Audits and Primary SourcesWhat GEO Denotes, and What Is Genuinely New
The term has a primary source, a coining paper, and a definition that almost nobody uses. Here is that definition disassembled into its component claims, with an evidence
Evidence Audits and Primary SourcesDoes Schema Causally Lift AI Citations? No.
Schema does three documented jobs and is sold for a fourth. This is a teardown of the primary sources and the three studies, including the one whose headline finding its
Evidence Audits and Primary SourcesThe local AI visibility study protocol, published first
I have not collected a single data point for this study. This page is the entire method, fixed on 29 July 2026, published before capture opens so that anyone can run it a
Evidence Audits and Primary SourcesThe AI Overviews click studies do not agree
Ten published measurements, an 84 point spread, and not one of them is wrong. The disagreement dissolves the moment you sort them by what they actually measured.
Evidence Audits and Primary SourcesDoes llms.txt Do Anything? I Checked the Logs
Both sides of this argument have been running on first principles for two years. Three server log studies, one correlation study and one live audit later, the argument is
Evidence Audits and Primary SourcesWhat Google's Docs Say vs What GEO Invoices Say
Google's public documentation has a section called "Mythbusting generative AI search: what you don't need to do." It names five things. I fetched five live GEO service pa