Stories
Product updates, industry perspective, and practical notes on how AI systems talk about your brand.
A 200 Status Does Not Mean Your llms.txt Exists
In our S&P 500 audit, 110 companies returned a successful response at /llms.txt. Only 71 served an actual file. Here is how a status code fools a checker, and what to test instead.
We Checked Every S&P 500 Website. Only 54 Had an llms.txt With a Title and Links
Our audit found 71 llms.txt files across 500 S&P 500 companies, but nearly one in four detected files missed our basic structure threshold. The bigger lesson is about access, scraping, and measuring actual AI citations.
Review Sites Are Becoming The Source Layer For AI Software Buyers
In our stronger AI visibility run, assistants repeatedly pointed toward review sites, vendor pages, and SEO publications. That source layer may decide how buyers hear about your brand.
Ahrefs vs Semrush: What AI Assistants Say When Buyers Ask
In a stronger AI visibility sample, Ahrefs edged Semrush by score. The more useful finding was how clearly assistants separated their jobs.
AI Assistants Are Quietly Repeating Your Product's Weakest Points
We ran a stronger AI visibility test across 10 software brands. The uncomfortable finding: assistants repeat the same pricing, setup, customization, and trust complaints buyers already worry about.
OpenAI vs Perplexity Shows The Split In AI Search
AI assistants framed OpenAI and Perplexity very differently. One looked like a broad AI platform. The other looked like an answer engine for cited research.
Your Competitor List Is Already Being Written By AI
AI assistants repeatedly place brands next to the same competitors. That co-mention pattern is a practical map for comparison pages, buyer guides, and GEO strategy.
Traffic Is Not Enough: Turning AI Search Interest Into Pipeline
Early attention from AI search and content can look promising while conversion stays weak. The fix is usually the funnel, not more traffic.
Salesforce Beat HubSpot In Our AI Buyer Test, But The Real Story Is Messier
A stronger CRM visibility sample found Salesforce, Close, HubSpot, Pipedrive, and Attio all scoring well. The useful signal was not the leaderboard. It was the buyer story attached to each brand.
Why Email Matters More When AI Search Cuts Clicks
As AI answers absorb more discovery traffic, email becomes a more important owned audience layer. That only works if the mail actually reaches the inbox.
Fix the Funnel Before You Buy Traffic
Most growth problems are not traffic problems. A plain look at the free-tool-to-paid loop, the four conversion rates that matter, and why paid ads should wait until the funnel holds.
How to Build Content That Ranks and Gets Cited by AI
Search engines and AI assistants are different products that often reward the same work. A practical guide to building one content system that earns rankings and citations at once.
Why Your Email Lands in Spam (and How to Fix It)
A plain guide to email deliverability for small senders. What SPF, DKIM, and DMARC actually do, why new domains get filtered, and the fixes that move you back to the inbox.
Write Your llms.txt Once and You Have Already Lost (Part 3 of 3)
An llms.txt is not a one time chore. Sites change, links rot, deploys break things. Treat it like uptime, and connect it to whether AI actually recommends you.
Almost Nobody Has an llms.txt. That Is Your Opening. (Part 2 of 3)
Very few sites publish an llms.txt, and most that do get it wrong. Here is why being early is cheap leverage, and how to write one that actually works.
llms.txt: The File AI Reads First (Part 1 of 3)
A tiny markdown file at /llms.txt tells AI tools what your site is about. Here is what it is, why it matters now, and what goes in it.
The Shift From Clicks to Citations
For years the goal of online visibility was the click. As more people get answers straight from AI assistants, the new currency is being cited inside the answer.
How AI Assistants Decide Which Brands to Recommend
AI assistants do not pull names out of thin air. Here is a plain explanation of what actually drives which brands get mentioned in an answer.
Why AI Brand Mentions Matter More for B2B
B2B buyers research carefully and ask detailed questions. That is exactly the kind of work AI assistants are good at, which is why mentions matter so much in B2B.
GEO Is Not SEO. Here's What It Actually Is.
Generative Engine Optimization is real, but most GEO advice is recycled SEO. What works today, what the platforms actually document, and where this is headed.