What Is an LLM and Why Does It Matter to Your Cannabis Business?

If you have spent any time on the internet in the last year, you have probably heard people screaming about AI. You have seen the hype, the fear, and the sheer volume of “hacks” promising to make you a millionaire overnight.

I am not here to give you a hack. I am here to talk about the actual plumbing of the modern internet. Specifically, I am talking about Large Language Models, or LLMs.

If you run a dispensary or a cannabis brand, you might think this is just tech talk that doesn’t affect your daily sales. You would be wrong. LLMs are currently rewriting the rules of cannabis marketing and how customers find your shop.

Here is my brutally honest take. If you do not understand what an LLM is, you are essentially trying to win a drag race while driving a horse and buggy.

What Is an LLM Anyway?

Think of an LLM as a super-powered, hyper-caffeinated version of the autocomplete on your phone.

When you type a text and your phone suggests the next word, it is using a tiny, tiny model to predict what you are likely to say. A Large Language Model like GPT-5 or Google’s Gemini does the same thing, but it has “read” almost the entire public internet to do it.

It does not “know” things the way a human does. It does not have a brain. Instead, it is a massive mathematical engine that calculates the probability that a given word should follow the previous one.

Because it has analyzed billions of pages of text, it has become incredibly good at mimicking human reasoning. It understands context. It understands intent. And most importantly for you, it understands the relationship between “best live resin” and your dispensary location.

The Death of the Ten Blue Links

For twenty years, dispensary seo was simple in theory. You picked a keyword, you put it on a page, you got some backlinks, and you hoped to be one of the “ten blue links” on the first page of Google.

That era is ending.

Search is shifting from “here is a list of websites that might have your answer” to “here is the answer.” When someone asks an AI, “Which dispensary in Chicago has the best selection of high CBD flower?”, they do not want to click through five different websites. They want the AI to tell them the answer right there.

This is why I have been talking so much about Generative Engine Optimization (GEO). The LLM is the engine. GEO is how we make sure that the engine picks your business as the winner.

If the LLM has not “read” enough authoritative, consistent, and trustworthy information about your brand, you simply will not exist in the AI’s response. You could be ranked number one in traditional search and still be completely invisible in an AI Overview.

Why LLMs are Terrified of Cannabis

Here is a bit of “inside baseball” for you. LLMs are trained to be safe. The companies building them, like Google and OpenAI, are terrified of their AI giving bad medical advice or promoting illegal activities.

Because cannabis is still in a regulatory gray area, LLMs are naturally skeptical of marijuana brands. To an LLM, authority equals safety.

If your website looks thin, if your claims are wild and unsubstantiated, or if your data is inconsistent across the web, the LLM will flag you as “untrustworthy.” When that happens, you get filtered out.

This makes marijuana seo significantly harder than SEO for a coffee shop or a hardware store. You have to prove to the model that you are a legitimate, compliant, and highly regarded entity.

I spend a lot of my time obsessing over how these models perceive “trust.” It is not just about keywords anymore. It is about building a digital footprint that screams,

“This business is the real deal.”

The Citation Game

In the world of LLMs, being “ranked” is being replaced by being “cited.”

When an AI gives an answer, it often provides small links or citations to show where it got its information. This is the new gold standard for cannabis seo.

When a user sees an AI recommend your store and then sees a citation link directly to your menu or a blog post I wrote for you, the trust factor goes through the roof. The AI has essentially “vouched” for you.

To win the citation game, your content needs to be more than just “good.” It needs to be authoritative. This is why I focus so heavily on topical authority and semantic search.

If you want the AI to cite you, you have to provide the most comprehensive, clear, and accurate answer to the user’s question. You have to be the source of truth that the LLM cannot ignore.

How LLMs Handle Intent

One of the coolest (and most annoying) things about LLMs is how they handle intent.

Traditional search engines used to get confused by context. If you searched for “green crack” ten years ago, a search engine might have struggled to know if you were looking for a strain or something way more sketchy.

An LLM knows the difference instantly. It knows that if you are searching at 4 PM on a Friday near a retail district, you are likely looking for a specific strain at a dispensary. It understands the “vibe” of the search.

This means your cannabis marketing strategy needs to be more nuanced. We can’t just spam a strain’s name and hope for the best. We have to create content that mirrors the different stages of a customer’s journey.

Are they researching? Are they comparing prices? Are they ready to buy right now? The LLM identifies these micro-intents and serves the business that best matches them.

Organic Growth for Dispensaries in the AI Era

So, how do we actually use this information to drive organic growth for dispensaries?

First, we stop writing for robots and start writing for the model. That sounds like the same thing, but it isn’t. Writing for an old-school robot meant stuffing keywords. Writing for a model means providing deep, interconnected value.

Every piece of content we put out needs to reinforce your brand’s “entity.” An entity is just a fancy way of saying the AI knows exactly who you are, where you are, what you sell, and what people think of you.

Here is the thing. Most SEO agencies are still using 2022 tactics. They are building backlinks from random sites and hoping the “juice” moves the needle.

I am looking at the data from your GEO reports to see how the LLMs are actually categorizing your business. If the AI thinks you are a “discount shop” but you are trying to sell “premium craft flower,” we have a disconnect in the model. We have to fix that through targeted, authoritative content.

This Is Why I am Changing My Reporting

If you missed my last update, I am officially adding GEO data to my reports.

Why? Because seeing your rank on a Google results page only tells half the story now. We need to know whether you are appearing in the AI Overviews. We need to know whether the LLMs cite you as a top resource.

If we ignore the LLM, we are ignoring how 40 percent of young consumers begin their search journeys. I am not okay with that, and you shouldn’t be either.

The “basement nerd” in me loves this shift because it rewards the businesses that actually care about quality. The “snake oil” era of SEO, where you could trick a search engine, is dying. In the AI era, you actually have to be good at what you do.

Don’t Get Left Behind

LLMs are not a fad. They are the new interface for the internet.

The transition from traditional search to AI-driven discovery is happening faster than most people realize. If you wait until your sales drop to start caring about how LLMs perceive your brand, it might be too late to catch up.

I am here to make sure your dispensary is the one the AI recommends every single time. It takes work, it takes data, and it takes a lot of late nights staring at monitors, but it is the only way to ensure long-term growth in this industry.

If you have questions about how your specific brand is performing in these models, let’s look at the data together. No fluff, no jargon, just the reality of where you stand.