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Showing Opinion posts · 22 articles

Is AI Visibility Worth Tracking Yet?
November 5, 2026·11 min read

Is AI Visibility Worth Tracking Yet?

Is AI visibility worth tracking yet? We reran the same buyer questions to see which numbers hold still, which are noise, and who should wait before tracking.

Why Make It Sound More Human Is A Bad AI Content Prompt
November 4, 2026·11 min read

Why Make It Sound More Human Is A Bad AI Content Prompt

We tested "make it sound more human" against a real brief. The prompt added comfort sentences instead of substance, and a second humanizing pass broke the length limit.

Should Brands Care More About AI Search Visibility Than Google Rankings?
October 31, 2026·10 min read

Should Brands Care More About AI Search Visibility Than Google Rankings?

Google still sends almost all the traffic, while buyers build their shortlists in AI answers. Our take on where B2B brands should put their effort in 2026, with the data on both sides.

Dashboard vs Pipeline: Why Knowing Isn't Fixing in AI Search
October 30, 2026·11 min read

Dashboard vs Pipeline: Why Knowing Isn't Fixing in AI Search

AI visibility tracking tells you where you stand. Why a dashboard alone rarely changes the answer, what a pipeline adds, and when a dashboard is all you need.

GEO Vs SEO Reddit Advice: What Still Holds Up And What To Ignore
October 30, 2026·11 min read

GEO Vs SEO Reddit Advice: What Still Holds Up And What To Ignore

We checked the most repeated GEO vs SEO advice on Reddit against 2026 studies. What still holds up, what went out of date after ChatGPT 5.6, and what to ignore.

Better AI Content Comes From Better Context, Not Better Prompts
October 30, 2026·11 min read

Better AI Content Comes From Better Context, Not Better Prompts

Generic AI content is a context problem. Why longer prompts don't fix it, what context a model needs to write something specific, and how to build it this week.

What Happens To SEO If Buyers Stop Searching Google?
October 30, 2026·11 min read

What Happens To SEO If Buyers Stop Searching Google?

What happens to SEO if buyers stop searching Google? The data says they haven't, but B2B buyers now start elsewhere. What fades, what survives, what to do now.

Are Generative Engine Optimization Agencies Worth It Yet?
October 9, 2026·12 min read

Are Generative Engine Optimization Agencies Worth It Yet?

A buyer-side verdict on the GEO agency market: what is real, what is repackaged, what is snake oil, and the six questions that sort one from the other.

llms.txt For SEO: Helpful Standard Or Dead End?
October 2, 2026·12 min read

llms.txt For SEO: Helpful Standard Or Dead End?

A verdict through the lens of standards history: why robots.txt and sitemaps won, why the keywords meta tag died, and which story llms.txt is retelling.

Is ChatGPT Search A Google Killer: What SaaS Teams Should Do Now
October 1, 2026·11 min read

Is ChatGPT Search A Google Killer: What SaaS Teams Should Do Now

The honest verdict with the numbers in one place, what real users say about their own habits, and the five moves SaaS teams should make either way.

Why We Track All Seven AI Engines Instead of One Score
October 30, 2026·11 min read

Why We Track All Seven AI Engines Instead of One Score

The product decision we keep having to defend: no blended AI visibility number, seven per-engine columns instead, and the evidence that made the call for us.

Should SaaS Founders Use llms.txt In 2026?
October 30, 2026·11 min read

Should SaaS Founders Use llms.txt In 2026?

A founder-to-founder answer to the llms.txt question: what the logs and citation data say, the steelmanned believer case, and where your four hours should go.

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