Find out how to Present Up in ChatGPT Outcomes and Get Observed by Clients

There’s lots of conjecture on the market about present up in ChatGPT outcomes, however if you would like recommendation from a practitioner who’s truly accomplished it, hold studying.

As knowledgeable blogger, I’ve been snagging high positions in Google for effectively over a decade, however when reply engine optimization (AEO) began taking off final 12 months, I dove in headfirst. Since then, I’ve gotten posts to point out up in ChatGPT, and I’m proud to be a part of a workforce that’s helped HubSpot change into primary in AI visibility in its class, with a 1,850% enhance in certified leads in 2025 pushed by our AEO technique.

Under, I’ll break down the necessities of present up in AI solutions (notably ChatGPT), together with how the reply engine sources data, techniques for rising your AI visibility, and customary errors to keep away from.

Desk of Contents

There’s multiple option to seem in ChatGPT outcomes. Two fundamental sources for solutions are related right here: ChatGPT coaching information and stay net search. Let’s break down every of those sources under.

Coaching Information

OpenAI trains ChatGPT’s fashions on immense quantities of information (therefore the time period “giant language mannequin” or “LLM”) from publicly obtainable sources from the web, third-party partnerships, and user-provided information (relying on the consumer’s privateness settings).

From this coaching information, ChatGPT learns patterns, how phrases and ideas are associated to one another. From these realized patterns, the mannequin is ready to predict the following phrase in a string of phrases (an oversimplification, I admit). ChatGPT isn’t like a library, the place its mannequin shops all of its coaching information in “books” and pulls them from the cabinets primarily based on consumer prompts. As a substitute, it’s extra like a human mind that has accomplished intensive learning and may type a solution primarily based on what it has realized.

The “information closing date” refers back to the date at which the coaching information was final pulled. On the time of writing, ChatGPT’s newest mannequin, GPT-5.4, has a information closing date of August 2025. This truth is necessary to grasp the following method ChatGPT figures out its reply for you: stay net search.

Reside Net Search

Let’s say new data that’s related to your query dropped in January 2026, however the present information closing date is August 2025. In that case, ChatGPT can run a stay net search to search out the newest data on-line as a substitute of relying solely on its coaching information.

That is notably helpful for time-sensitive data, comparable to information and pricing. OpenAI states that it makes use of third-party serps like Bing, and for Enterprise and Edu clients, it solely names Bing as its search supplier. Nevertheless, experiments from exterior events point out that OpenAI generally makes use of Google Search. That is necessary as a result of it implies that Search engine optimisation completely nonetheless issues within the period of AI as a result of it could affect ChatGPT’s solutions. For a deeper take a look at the intersection of Search engine optimisation and AI, see our information on ChatGPT for Search engine optimisation.

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One other fascinating factor is that ChatGPT’s net search outcomes are usually not normally the identical as Google’s SERP. See under for my Google versus ChatGPT outcomes for the phrase “ai search statistics 2025.” There is no such thing as a overlap.

Right here’s the Google AI Overview:

Listed below are the highest 5 non-sponsored Google Search outcomes:

And ChatGPT’s outcomes from conducting an online search:

To me, this means a few issues: One, Google Search and ChatGPT weigh issues in another way. And two, due to that, even when Search engine optimisation has allow you to down as a result of you may’t appear to get to the highest of the search engine outcomes web page, you would possibly see success with reply engine optimization (AEO) by displaying up in ChatGPT solutions.

What This Appears to be like Like in Follow

As an example, I ran the identical immediate (“What’s one of the best CRM for publishers in 2026?”) in two ChatGPT configurations to see if an AEO-optimized article of mine would present up.

First, I ran the immediate in a short lived chat with Auto chosen (which implies ChatGPT will determine which mannequin to make use of). You may see that ChatGPT recommends HubSpot first in its record of greatest CRMs for publishers, and after I hover over the quotation bubble, you’ll see it’s the HubSpot weblog publish that I wrote.

To higher perceive how ChatGPT’s stay net search approaches queries, I discover it useful to run the immediate with Pondering mode on. You’ll see it solutions a bit of in another way, although HubSpot remains to be talked about and my HubSpot weblog publish remains to be cited.

The actually fascinating half, although, is clicking to develop and examine a few of its pondering course of. To me, it’s like a partial peek beneath the hood.

You’ll see that it broke out my single immediate into a number of queries. That is referred to as question fan-out, and it has a sensible implication for entrepreneurs: The immediate your buyer sorts into ChatGPT isn’t essentially the question that determines whether or not your website will get discovered. ChatGPT could break that immediate into sub-queries you wouldn’t have predicted from the unique wording alone. That’s one cause why immediate analysis (which I’ll speak about under) is such a crucial a part of AEO technique.

To be truthful, OpenAI has mentioned this: “Any public web site can seem in ChatGPT search.” It additionally mentioned to verify your website isn’t blocking its crawler (I’ll go into element on how to do this under).

Guarantee correct indexing and crawler entry.

Consider this part as a guidelines earlier than you progress on to the opposite three content material and authority techniques under. Confirm that:

1. Your key pages are listed in Google and Bing.
2. OAI-SearchBot is allowed in your robots.txt
3. Your content material hundreds in crawlable HTML quite than relying completely on client-side JavaScript.

Correct indexing and crawler entry type the foundational layer of displaying up in ChatGPT outcomes. Indexing and crawling are Search engine optimisation phrases, sure, however they have an effect on AEO, too. Listed below are the 3 ways they have an effect on ChatGPT solutions:

1. ChatGPT’s Net Search

As I discussed above, ChatGPT pulls stay outcomes by serps like Bing and Google. Meaning conventional search engine indexing remains to be a prerequisite for AI visibility. In case your pages aren’t listed, they gained’t seem in ChatGPT’s stay search outcomes.

2. OpenAI’s Personal Crawlers

OpenAI additionally operates its personal net crawlers, and every one serves a special function. Right here’s what you want to learn about them:

• OAI-SearchBot impacts ChatGPT’s stay net search. In line with OpenAI’s crawler documentation, websites that decide out of OAI-SearchBot gained’t seem in ChatGPT’s search solutions (although they could nonetheless present up as navigational hyperlinks). If you wish to be cited in ChatGPT responses, this bot wants entry to your website.

• GPTBot impacts OpenAI’s coaching information. That is the bot that feeds ChatGPT’s coaching information — the information it carries between conversations even with out working a stay search. Blocking GPTBot means your content material probably gained’t inform future mannequin coaching.

Your robots.txt file controls entry to those two OpenAI net crawlers. Every bot is configured independently, which implies you may permit OAI-SearchBot (so your pages seem in search outcomes) whereas blocking GPTBot (so your content material isn’t used for mannequin coaching), or vice versa. Right here’s what that appears like in follow inside your robots.txt file (be aware that the strains preceded by “#” are feedback which can be ignored by crawlers):

# Permit ChatGPT search to floor your pages

Person-agent: OAI-SearchBot

Permit: /

# Permit coaching information assortment (elective — your name)

Person-agent: GPTBot

Permit: /

Professional Tip: After updating your robots.txt, it takes about 24 hours for OpenAI’s techniques to replicate the modifications, per OpenAI’s documentation. Don’t panic if outcomes aren’t speedy.

3. OAI-SearchBot and GPTBot wrestle to crawl JavaScript-heavy websites.

Merely put, they’ll’t “see” your content material, and if they’ll’t see it, they’ll’t add it to ChatGPT’s solutions.

The repair: If you wish to make your web site seem in ChatGPT (although there’s no assure), guarantee your most necessary content material is out there within the preliminary HTML response. Server-side rendering (SSR) or pre-rendering are essentially the most dependable approaches right here. This isn’t simply good follow for AI crawlers — it additionally helps with conventional Search engine optimisation, since Googlebot can wrestle with JS-heavy pages too.

Professional Tip: Not sure if ChatGPT can see your webpage? Use this free AI Crawlability Checker. Sure, it’s a ache to must register, however when you do, you should utilize it totally free. And it’s one of the best AI crawlability/JavaScript checker I examined, because it provides essentially the most element and focuses particularly on JS points and fixes.

Lead with the reply, then develop.

Put an important data on the high of your article, and start every paragraph with the important thing level the paragraph seeks to reply. Don’t make readers (or ChatGPT) dig for it. After you give the direct reply, you may dive into the main points.

No less than two impartial analyses have discovered that AI citations pattern closely towards the highest of a web page. Kevin Indig’s February 2026 evaluation of 18,012 verified ChatGPT citations discovered that 44.2% got here from the highest 30% of a web page’s content material. Quotation chance dropped sharply after that. A separate CXL evaluation of Google AI Overviews discovered the same distribution: 55% of citations got here from the highest 30% of a web page.

An necessary caveat: Each research are observational and set up correlation (a connection), not causation (the rationale for the connection). This implies they present that cited content material tends to be close to the highest of a web page however don’t show that placing content material increased causes it to be cited. It’s attainable that ChatGPT favors direct definitions, entity-rich statements, and clear solutions, and that these are the identical qualities that good writing naturally places up entrance.

My take: Put key data upfront as a result of it’s a powerful editorial and UX follow (it makes it simpler for busy readers to skim), and it might enhance the chances of being cited by ChatGPT.

Under is a before-and-after instance of the way you would possibly change the best way you write so that you could present up in ChatGPT outcomes. The “earlier than” is an precise excerpt from an article I wrote pre-AI about design pondering.

Earlier than:

Heading: What are the 5 strategies or levels of design pondering?

Physique paragraph: The 5 strategies of design pondering are extra aptly referred to as the 5 ‘levels’ or ‘phases.’ Let’s briefly contact on these 5 phases earlier than I soar into the precise tactical strategies you should utilize to use design pondering. Right here’s an important factor, although: The design pondering levels are usually not linear.

The issue: Discover the way it rambles and doesn’t instantly reply the query posed within the heading above it: “What are the 5 strategies or levels of design pondering?”

After (utilizing answer-first phrasing):

Heading: What are the 5 strategies or levels of design pondering?

Physique paragraph: The 5 levels of design pondering are empathize, outline, ideate, prototype, and check. These levels are usually not linear — there’s no mounted order, they usually usually overlap or repeat. You don’t cease empathizing with customers as soon as you progress to defining the issue; empathy carries by your complete course of.

The repair: State the reply within the first sentence, then go on to clarify the nuance. The following paragraphs, the place I break down every stage, stay precisely the identical — they’re the supporting proof. However I’ve given ChatGPT’s crawler an important data proper at the beginning.

Add schema markup to assist AI parse your content material.

One other method to assist make content material seen on ChatGPT is to implement schema markup. Schema markup is code that you simply add to your website’s supply code that tells serps and reply engines precisely what your content material represents (who wrote it, what sort of content material it’s, and what entities it references). Your readers gained’t be capable to see it, although. I like to think about it as talking the AI mannequin’s native language as a substitute of forcing it to grasp ours. It enhances what we’ve written in plain language.

For a deeper primer, try HubSpot’s newbie’s information to structured information and our walkthrough on use schema markup.

Why it issues for ChatGPT visibility: Including schema markup doesn’t assure you’ll be cited, nevertheless it reduces the anomaly reply engines face when deciding whether or not to belief and reference your content material.

Some schema sorts that matter for AI visibility:

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• Article (or BlogPosting) tells AI what the content material is, who wrote it, and when it was printed. This helps AI consider supply credibility.
• FAQPage maps questions on to solutions in a format AI fashions can extract verbatim. Despite the fact that Google deprecated FAQ wealthy outcomes for many web sites, the schema sort itself nonetheless helps AI fashions determine Q&A content material construction.
• HowTo constructions step-by-step directions so AI can floor them for procedural queries.

My take: Schema is added infrastructure, nevertheless it gained’t save weak content material. It merely removes friction for AI fashions attempting to grasp robust content material.

Professional Tip: Begin with Group and Article schema in your most necessary pages, then add FAQPage to any content material with real Q&A sections. Subsequent, run the code by Google’s Wealthy Outcomes Take a look at and Schema Markup Validator to verify it really works earlier than you add it to your webpages.

Take a look at our reply engine optimization information to see how schema matches right into a broader AEO technique. After which examine entity-based Search engine optimisation to grasp how schema has lengthy been a core a part of search.

Construct up a very good status outdoors of your web site.

ChatGPT considers exterior elements when evaluating whether or not to quote your website as a supply in its solutions. Much like how Google established EEAT to determine useful content material, ChatGPT seems for indicators that point out your model is reliable. It does that by on the lookout for consensus (or recurring data) in sources throughout the net.

That’s why it’s essential to assume past your web site. Listed below are some exterior sources to think about getting good model mentions in:

• Social media
• Wikipedia
• Information retailers
• Third-party blogs
• Evaluation websites
• Boards

How a lot does this matter? A McKinsey evaluation discovered that solely 5-10% of Google AI Overview citations come from a model’s personal web site. Meaning what different folks say about you on-line issues extra to AI than what you say about your self. Right here’s tackle that throughout two areas: model mentions and evaluations.

Strengthen your model’s entity by third-party mentions.

Entity power is how clearly and constantly AI fashions acknowledge your model as a definite, real-world factor — not only a title on a web site, however a identified entity with verified attributes and a observe document throughout a number of impartial sources.

Right here’s what to prioritize:

1. Contribute skilled commentary. Supply quotes to journalists, take part in {industry} roundups, and publish visitor views.
2. Guarantee your Wikipedia and Wikidata entries are correct. Analysis by Brandlight checked out information from 50 million+ consumer journeys throughout ChatGPT, Copilot, Google AI Overview, and Perplexity. Amongst ChatGPT’s high 10 most-cited domains, Wikipedia alone accounted for 40% of citations. In case your model meets Wikipedia’s notability necessities, having correct entries there might enhance your possibilities of being acknowledged as an entity.
3. Take part authentically in group platforms. Reddit and Quora threads are actively retrieved by reply engines when forming responses. The truth that OpenAI partnered with Reddit in 2024 is a sign that if you wish to present up in ChatGPT outcomes, it could be clever to be on Reddit.
4. Use constant model naming. Don’t confuse AI fashions with too many title variations. Stick to 1 canonical model title that you simply use in every single place in order that when a possible buyer asks about your product, the reply engine can precisely title it.

Declare your overview profiles and listing listings.

Critiques and enterprise directories are a separate sign from model mentions. They’re structured, platform-specific id data that AI fashions can use to confirm your enterprise is reliable and to evaluate how clients understand you.

Domains with a presence on main overview platforms earn triple the quantity of ChatGPT citations of domains with out such a presence, in line with November 2025 analysis by SE Rating.

Your motion record:

1. Declare and full profiles on main overview platforms. At minimal: Google Enterprise Profile, Yelp, and industry-specific platforms (G2 and Capterra for software program, Trustpilot for client manufacturers, and so forth.) Fill out each obtainable discipline so AI fashions can extract information from these profiles.
2. Construct overview quantity with current suggestions. Ask clients after optimistic experiences, and reply to evaluations (each optimistic and damaging) to point out the profile is actively managed.
3. Monitor what AI is pulling from these platforms. Run your model by ChatGPT, Perplexity, and Google AI Mode for business queries in your area. If the AI is citing outdated evaluations or pulling from a listing with incorrect data, that’s your cue to replace these listings. HubSpot AEO may help set up a baseline for a way seen your model at present is throughout AI platforms — a crucial first step in making your enterprise seen to ChatGPT.

Professional tip: To do that course of manually, you should definitely log off of ChatGPT or use a short lived chat. Why? ChatGPT’s reminiscence remembers necessary particulars about you so it could tailor its solutions particularly to you. You need a clear slate if you do immediate analysis in ChatGPT. That is just like the steerage to make use of Google in Incognito Mode if you do key phrase analysis in order that it doesn’t personalize outcomes primarily based in your information.

Right here’s the method I’d advocate:

1. Map the prompts that matter to your enterprise.

Take into consideration the questions a potential buyer would sort into ChatGPT earlier than shopping for. That is a part of how you determine seem in ChatGPT to your {industry}. For a pest management firm, that may appear like, “Why am I seeing extra ants in my condominium in the summertime?” or “What’s one of the best pest management firm in Atlanta that makes use of eco-friendly strategies?” These are the prompts you want to observe.

In my expertise, measuring AI visibility is wildly completely different from measuring Google rankings. In spite of everything, there isn’t a “place 1” to trace, and in contrast to Google Search Console, which shares key phrase information, OpenAI doesn’t share that type of information with us.

Right here’s the core pressure:

• In Search engine optimisation, if I wish to know which key phrases my weblog publish is rating for, I can go to Ahrefs and enter its URL and see an in depth record.
• However in AEO, if I wish to know which prompts my web site is getting cited for, there is no such thing as a instrument the place I can submit the URL and get the total record of prompts. As a substitute, I’ve to hypothesize which prompts I assume I ought to be displaying up for, after which an AEO instrument can affirm if it’s true.

Irritating? A bit bit. However the proper instrument makes it much less so. For example, for Advertising Hub Professional and Enterprise clients, the AEO instrument can faucet into CRM information and recommend prompts primarily based in your buyer segments, industries, content material library, and opponents.

2. Run these prompts in ChatGPT and research what will get cited.

Observe whether or not your model seems, and if it doesn’t, take a look at who does and what content material ChatGPT is pulling from. Is it a competitor’s weblog publish? A overview website? A Reddit thread? That tells you precisely which content material sorts and authority indicators are successful for that immediate.

3. Shut the gaps with focused content material and authority work.

If ChatGPT is citing a competitor’s comparability web page and also you don’t have one, that’s your subsequent content material precedence. If it’s pulling from a G2 class web page the place your profile is skinny, that’s a overview technique hole.

For more information, you should definitely try our information on how ChatGPT decides which merchandise to advocate.

In fact, doing these three steps manually each day takes up lots of time. It’s why SEOs use Ahrefs or Semrush as a substitute of Googling key phrases all day.

In the same vein, entrepreneurs use HubSpot AEO to streamline their complete immediate analysis workflow. The instrument tracks your model’s visibility throughout ChatGPT, Perplexity, and Gemini from a single dashboard, reveals you the place opponents are being cited as a substitute of you, and offers you prioritized suggestions for what to repair. If you would like a free start line, AEO Grader provides you a baseline snapshot of the place your model stands right now.

SEOs know that Google rewards freshness for sure queries, however with ChatGPT, that sign is even stronger. An Ahrefs research discovered that, among the many 5 AI platforms it examined, ChatGPT was the one which cared most about content material recency. Ahrefs analyzed roughly 17 million cited URLs throughout ChatGPT, Perplexity, Gemini, Copilot, Google AI Overviews, and conventional natural Google outcomes.

I like to recommend no less than updating your high 10 pages, whether or not that’s by site visitors or income, each three to 6 months. Attempt to add new, priceless particulars. Usually, the lowest-hanging fruit are your product’s pricing and any cited statistics — each of which go stale shortly.

Keep away from JavaScript-only websites (or implement server-side rendering).

I lined this within the indexing and crawler entry part above, nevertheless it bears repeating right here as a result of it’s some of the frequent technical errors that hinders AI visibility. In case your key content material solely hundreds through client-side JavaScript, OpenAI’s crawlers (OAI-SearchBot and GPTBot) can’t entry or interpret it reliably, which might harm your possibilities of displaying up in ChatGPT’s solutions.

A great repair is server-side rendering (SSR) or pre-rendering, which ensures your content material is out there within the preliminary HTML response.

Don’t put necessary data in pictures alone.

ChatGPT’s crawler can not “see” pictures in your weblog posts, and it could’t cite what it could’t see. So don’t put necessary data like pricing in an infographic. As a substitute, convert it to plain textual content, comparable to a bulleted record or a desk.

There’s information to again this up. A March 2026 Writesonic research that examined 60+ webpage components throughout six main AI platforms confirmed that ChatGPT, Claude, and Gemini solely fetch uncooked HTML and extract textual content from it. They will’t interpret graphics.

Professional tip: When optimizing for displaying up in ChatGPT particularly, don’t depend on picture alt textual content to convey the necessary data from a picture. In contrast to Claude and Gemini, ChatGPT doesn’t obtain the alt textual content, in line with Writesonic’s research. Due to this fact, ensure you write it out in seen textual content in your article quite than placing it within the metadata.

Lastly, Graph Digital’s evaluation of 200+ B2B web sites discovered that image-rendered specs have been among the many commonest structural failures blocking AI visibility. Its takeaway: A web page can rank primary on Google whereas offering nearly nothing for an AI mannequin to extract if the crucial content material lives in pictures quite than parsable textual content.

• Model mentions are when your model will get named in AI solutions.
• Citations are the sources on the net that the AI makes use of to tell its responses. It would embody clickable hyperlinks to the sources.
• Model visibility measures how usually your model seems in AI solutions to the prompts that matter to your enterprise. HubSpot AEO calculates a model visibility rating as the proportion of your tracked prompts the place your model reveals up within the response, damaged out by engine so you may see whether or not you’re stronger on ChatGPT than Gemini, or vice versa.

• Share of voice tells you your share of mentions in comparison with these of your opponents throughout those self same prompts. In case your model accounts for 25 out of 100 complete mentions, your share of voice is 25%. You wish to see this metric develop. It tells you whether or not you’re overtaking your opponents or not.
• Sentiment measures how reply engines “really feel” about your model. Showing in AI solutions doesn’t assist if ChatGPT is associating your model with outdated data or damaging evaluations. HubSpot AEO’s sentiment evaluation scores how positively or negatively your model is described in AI responses, so you may spot notion issues earlier than they worsen.
• AI referral site visitors tells you the way a lot site visitors AI engines like ChatGPT despatched your method. Make sure to observe periods, engagement charge, and conversions from this channel over time.

When you’re monitoring these metrics, the following step is quotation evaluation, the place you dig into which domains, content material sorts, and supply classes AI engines are pulling from after they reply prompts in your area. That is the place measurement turns into technique. So, for example, if listicles dominate the citations to your key prompts however you don’t have any, it’s time to start out creating some. HubSpot AEO surfaces this in its Quotation Evaluation view, damaged out by high domains and content material channels.

Professional tip: If you would like a free baseline earlier than committing to any instrument, HubSpot AEO presents a free trial the place you may observe 10 prompts on ChatGPT for 28 days.

If you would like a fast learn on the place you stand proper now, AEO Grader provides you a free baseline snapshot of your model’s present AI visibility.

Do I would like separate content material for ChatGPT search Search engine optimisation?

No, you don’t must create separate pages, markdown information, or “AI-friendly” variations of your content material to point out up in ChatGPT. Each Google and Bing have publicly suggested towards creating separate markdown for LLMs. For each piece of content material, create only one Search engine optimisation- and AEO-friendly model, and also you’re good to go.

How lengthy does it take to get observed on the ChatGPT platform?

There’s no official assertion from OpenAI, however small-scale research by Search engine optimisation practitioners affirm that ChatGPT can present new data in its outcomes inside hours if it makes use of its net search characteristic. Meaning you could possibly publish a weblog publish and, throughout the similar day, begin seeing data from that weblog publish cited in ChatGPT’s solutions which can be pulled from the net. (Observe: That is completely different from displaying up for prompts that depend on ChatGPT’s coaching information alone. For that, how shortly you present up relies on future mannequin updates, which could occur a few instances per 12 months.)

Gus Pelogia, Sr. Search engine optimisation & AI Product Supervisor at Certainly, documented this in a check the place he printed a brand new weblog publish and queried ChatGPT about it at two completely different instances. At 7 a.m., ChatGPT had no related data. By 1 p.m. the identical day, it was citing the brand new publish in its reply. Pelogia famous that each URLs have been submitted through IndexNow, so Bing’s index knew about them inside minutes.

This aligns with Conductor’s crawl frequency analysis, which discovered that ChatGPT crawled its pages about eight instances extra usually than Google.

Having mentioned that, don’t anticipate your model to point out up instantly in ChatGPT outcomes. Give it time, particularly if you happen to’re new.

Ought to I construct llms.txt and schema if I’m a small workforce?

Schema markup is price it for a small workforce to implement: It’s easy to do, doesn’t value something, may help conventional search, and might need worth for AI engines too. Nevertheless, I don’t wish to overstate the significance of schema markup for ChatGPT search particularly. OpenAI hasn’t made any official statements on whether or not schema helps ChatGPT, however once more, it’s such a low-lift job, and it could no less than assist your Search engine optimisation.

I’ve added schema myself by utilizing Claude to generate the schema markup, validating the code in each Google Wealthy Outcomes Take a look at and Schema.org’s validator, after which including the code snippets to particular person posts within the CMS.

For llms.txt, nonetheless, I personally wouldn’t trouble — particularly if you happen to’re a small workforce with restricted time. The llms.txt file is a proposed normal that acts as a type of AI sitemap, itemizing your most necessary pages in a easy textual content file so AI fashions can discover them extra simply. It sounds promising in concept, however the proof says in any other case.

In November 2025, SE Rating analyzed practically 300,000 domains and located no correlation between having an llms.txt file and being cited by reply engines. Solely about 10% of the websites within the research had one, and when researchers eliminated llms.txt as a variable from their predictive mannequin, the mannequin’s accuracy truly obtained higher.

Extra importantly, the most important platforms haven’t confirmed they use llms.txt to affect their LLMs. Google’s John Mueller addressed this straight on Reddit and Bluesky in January 2026.

My take: When you’re a small workforce, your time is healthier spent on schema, answer-first content material, and off-site authority — all of which have clearer proof behind them. The llms.txt normal could evolve into one thing helpful down the highway, however proper now, I haven’t seen any AI platform affirm that it influences citations or visibility. Don’t add it to your to-do record until that modifications.

How do I prioritize prompts for my {industry}?

Begin with the questions a potential buyer would ask earlier than they’re prepared to purchase, and work backward from the acquisition choice. Comparability prompts (“How does BambooHR evaluate to Rippling?”) and solution-aware prompts (“What’s one of the best HR software program for mid-size firms?”) ought to rank increased than broad problem-aware prompts as a result of they’re nearer to purchasing. From there, prioritize prompts the place ChatGPT is already citing opponents however not you, since these are gaps you may shut.

When you’re doing this manually, decide 5-10 prompts, run them in ChatGPT (logged out or in a short lived chat), and doc who’s getting cited and what content material sorts are successful. If you wish to skip the guesswork, HubSpot’s Advertising Hub Skilled and Enterprise plans get you entry to AEO, a instrument that may recommend related prompts primarily based in your CRM information — your buyer segments, industries, and opponents — so that you’re monitoring prompts that replicate your precise enterprise quite than ranging from a clean record.