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Read The Research
What we found, and what it means for you
We write these the way we build the product: a figure without a source doesn't ship. Every third-party number is a verbatim quote with a link and the date we pulled it, every competitor is judged against criteria rather than attacked by name, and every post says where its method runs out, so you can check our work before you bet a budget on it.
Your Server Cannot Ask ChatGPT a Question
A plugin graded your AI visibility before your coffee cooled, and that speed is the tell: whatever it measured, it wasn't what ChatGPT says about you. We built both halves, the plugin and the platform that asks the engines, so we know exactly where the first one's receipts run out.What Yoast, Rank Math And AIOSEO Publish
A checkbox that says "AI visibility" can mean a sentiment score or a stored transcript with a named model, and the price tag never says which. We checked what Yoast, Rank Math and AIOSEO publish, then wrote down what we publish, so you can tell the two apart before you pay for either.Ask These Five Questions Before You Pay
One vendor charges $20 a month, another $780, and the sticker tells you nothing about what you're actually buying. Pay for the wrong method and the real cost isn't the invoice: it's a budget meeting spent chasing a competitor's outage, or a report built on a different model than the one you compared it against.Leaving Yoast Without Losing Your Titles
You spent years getting two thousand titles right, and one careless import can undo it before you've finished your coffee. We show you every value before it writes, so the switch costs you nothing you didn't choose to spend.Our empty wallet is not your zero
We audited 160 of our own failed engine calls. 64% were us: credit and quota, not the engines. Here is what we built so a vendor's outage can never be sold to you as your invisibility.Which model answered? That decides the score
ChatGPT is not one thing. It is a family of models with measurably different search habits, and a visibility score that will not name the model behind it is not a measurement. It is a vibe with a decimal point.Search on, or you measured the past
Ask a model with web search off and you learn what it memorized in training, years ago. Ask with search on and you learn what a buyer sees today. Confusing the two is the original sin of AEO measurement, and most of the category is still committing it.How the machine picks a winner
When ChatGPT names three brands and stops, that verdict has an anatomy. Learn it and “why not us?” stops being a mystery and becomes a work item with a deadline. There are exactly five ways to lose, and all five are fixable.Half of America asks the machine now
About half of U.S. adults use an AI chatbot, 52% of U.S. workers use AI on the job, and four in ten adults use a chatbot to search for information. The audience moved. The question is whether the machine mentions you when it answers them.Who is asking the machine
Younger, better educated, higher earning, and clustered in a handful of places. The demographic data on AI users reads like a description of the customer every sales team wants, and that customer now takes advice from an answer engine.They use it. They do not trust it.
Half of Americans are more concerned than excited about AI, and half of them use it anyway. That contradiction is the most important fact in answer-engine marketing, because a skeptical user reads the citations, and the citations are where you win or lose.Models charge what they want
We pay retail for every grounded answer, across five AI engines, and read the bill line by line. The lesson: a model's per-token price tells you almost nothing, because the model decides how much of your money to spend on each question.AEO is eating SEO — and we're still in the first inning
Search gave buyers ten links and wished them luck. Answer engines give them two or three names and a verdict. You are in that group, or you do not exist for the buyers who are ready to buy today.