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How easy semantics elevated our AI citations by 642% [New results]

Admin by Admin
January 14, 2026
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Like your bizarre uncle, no one is aware of precisely how AI engines select the sources they cite. However experiments are beginning to level to methods you may get on their radar.

And as customers more and more flip to AI seek for product and repair suggestions, you actually wish to be on their radar. (Paradoxically, not like your bizarre uncle, who you attempt to keep away from.)

Right this moment, I’ve received one such experiment that contributed to a 642% enhance in citations by AI instruments like ChatGPT.

And to the delight of you phrase nerds, it’s all about semantics. However first, everybody’s favourite half: The disclaimer!

The sum vs. the components

Earlier than you go any additional, it’s necessary to know that this tactic is only one piece of a wider playbook our Development group lovingly calls the “all the pieces bagel technique.”

“Our experimentation hasn’t [shown that] this one tactic is the important thing to raised AI visibility,” says Amanda Sellers, HubSpot’s head of EN weblog technique. “What we’ve discovered is that the sum of the components is what’s good for AI visibility.”

But when I lined all of these components directly, this might be a novel, not a e-newsletter — so consider this extra like half 1.

A bit why behind the AI

“A human would possibly be capable of inform you what the sentence ‘Paris is cool’ means,” Sellers says. “However an AI engine with out [immediate] context wouldn’t know if we’re speaking about Paris, France, or Paris Hilton.”

AI instruments can sound very human, however the way in which they perceive language could be very totally different from us.

Protecting with Sellers’ instance about Paris, earlier than studying, you’ll know from the beginning whether or not an article you clicked on was about journey ideas or one about movie star gossip. That context could be all you wanted to know the phrase “Paris.” AI fashions want just a little extra handholding.

One approach to coddle their chilly, metallic palms is with a framework referred to as “semantic triples.”

As merely as I can clarify it: Semantic triples are a writing sample that creates context utilizing the sequence topic – predicate – object.

For those who additionally pushed third-grade English out of your mind to make room for Lord of the Rings trivia, right here’s a really fast recap of what these imply:

  • Topic: Who or what a sentence is about.
  • Predicate: Details about (or the motion of) the topic.
  • Object: The noun or pronoun that receives that motion.

An actual-world advertising instance would possibly appear to be: “HubSpot (topic) can automate (predicate) electronic mail advertising (object).”

With just one sentence, I’m in a position to rapidly information a bot to attach HubSpot with electronic mail automation. Why does that matter?

“We would like HubSpot to be related to ‘advertising automation,’ in order that when somebody asks ChatGPT, ‘What’s the very best advertising automation platform?’ we’re talked about in that dialog.”

Semantics in motion

In the course of the experiment, Sellers’ group took key data on pages that they wished AI fashions to know, and rewrote it from paragraph format right into a bulleted checklist of semantic triples.

Under is a snapshot from Sellers’ current INBOUND presentation that highlights what that content material appeared like earlier than and after the modifications.

Screenshot from Amanda Sellers' INBOUND presentationPicture Supply

Together with the opposite “all the pieces bagel” substances (like schema, backlinks, and so forth.), this tactic helped to extend mentions of HubSpot in AI solutions by 58%, and the variety of instances HubSpot pages have been cited by AI by 642%.

Now, to a few of you, this may increasingly simply sound like very primary good search engine optimization, and also you’re not fallacious.

“It’s essential to have a steady search engine optimization basis to have good LLM visibility. However whereas semantic triples are useful for search engine optimization, they’re obligatory for AEO.”

To others, this may increasingly sound like actually annoying content material for a human to learn. And also you’re not completely fallacious both. Finished poorly, semantic triples can learn just like the overoptimized rubbish that dominated early search engine optimization.

Fortunately, Sellers supplied up some sensible tips about methods to successfully use semantic triples with out successfully alienating your viewers.

Triple Suggestions

1. A bit goes a great distance.

“We have to discover the comfortable medium between having the content material be simply understood [by AI],” and having content material that’s nonetheless pleasurable for people to learn. With amusing, Sellers advises utilizing the benchmark, “Would studying this as a human make me throw my telephone within the pool?”

As a substitute of cramming semantic triples all around the web page, she suggests tossing in a single triple for every core idea alongside the way in which.

2. Goal people and bots with the identical content material.

You would possibly suppose you might get across the want for the primary tip by merely writing separate content material for AI engines and on your human viewers. Sellers advises in opposition to this.

If AI or search engine crawlers uncover your human-focused content material, they might determine to penalize each items of content material for being overly comparable.

However worse is what occurs when your human readers stumble over your bot content material. A status for crappy content material is difficult to shake.

“We’re actually attempting to do a feed-two-birds-with-one-scone method, as a result of we have now a large readership that truly cares about what we write.”

3. Use answer-first phrasing.

Each people and bots prefer to skim, and your content material, nevertheless superb, isn’t the exception. Your job is to verify they will rapidly get key data whereas skimming.

To that finish, Sellers recommends utilizing answer-first phrasing.

So as an alternative of a sentence like “In line with current analysis, pizza is scrumptious,” you would possibly rewrite it as, “Pizza is scrumptious, based on current analysis.”

A warning: Each human and software program editors completely hate this. Do it anyway. This can be a construction I completely insisted on after I was main the HubSpot Weblog’s consumer acquisition program.

4. Don’t bury the lede.

Just like placing key data on the entrance of a sentence, you additionally wish to make certain your semantic triples seem early inside paragraphs.

Once more, this makes it simple for human skimmers to rapidly get the data they’re on the lookout for. However for bots, it’s much more necessary, as a result of they usually take chunks of content material out of context.

“Writers must be conscientious in regards to the order of sentences, in order that if an LLM got here and took this one paragraph, it’s sufficient to characterize the concept.”

4. Take into consideration mid-funnel and bottom-of-funnel content material.

Product opinions, product comparisons, and listicles are all nice locations to make use of semantic triples. Readers count on this sort of content material to be easy and blunt, so semantic triples don’t really feel misplaced.

It’s additionally a pure alternative to attach your model to a product class, to sure options, and even… to your opponents.

“You need your entity to be related to comparable entities. So, for instance, we wish HubSpot related to Salesforce or MailChimp. That means, any time an AI engine mentions a competitor, it will be remiss to not additionally point out us in the identical breath.”

Tips on how to test your AI visibility utilizing AEO Grader

For those who’re undecided the place you stand within the eyes of the reply engines, it’s tremendous simple to search out out utilizing HubSpot’s free AEO grader.

I sat down to jot down a How-To for you, and realized it’s really easy it will virtually be insulting.

Simply plug in 4 easy solutions, and also you’ll get ranked in areas like model recognition, sentiment, and share of voice for the three most typical AI search instruments. You then have the choice of offering your electronic mail handle to get an in depth report of insights and proposals.

Tags: CitationsincreasedresultssemanticsSimple
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