AI Search Is Reshaping Cannabis Retail, and Product Data Is the New Battleground

At IgniteIt’s Cannabis Capital Conference in Chicago, Dutchie CRO Spencer Scott made the case that AI-powered search is rewiring how shoppers find cannabis, and that the retailers who win will be the ones with the richest product data.

Cannabis retailers have leaned on discounts to keep customers coming back. The next edge may come from somewhere less obvious: artificial intelligence.

Search tools powered by large language models like ChatGPT and Claude are changing how people find products online. For dispensaries, that shift means the quality of product information is starting to matter as much as price.

Speaking with IgniteIt on the sidelines of the Cannabis Capital Conference in Chicago, Dutchie Chief Revenue Officer Spencer Scott said operators should treat AI not as another marketing buzzword but as a practical tool for product discovery and customer retention. Scott has spent more than a decade building and scaling SaaS companies across retail marketplaces.

Retention Needs Better Tools, Not Deeper Discounts

As price compression grinds on across legal markets, retailers are hunting for a customer strategy that doesn’t start and end with markdowns. Scott thinks the answer is already sitting in mainstream retail, waiting to be adapted.

“There are world-class marketing tools out there that retailers have been using for a long time,” he said. “Companies like Dutchie are trying to bring those into cannabis.”

The pitch is not to reinvent retail, but to take what already works and fit it to cannabis and its regulatory quirks.

AI Starts With Better Product Data

The biggest opportunity, Scott argues, is not a flashy AI feature. It is something far more basic: good product information.

He said retailers should sweat the details on their product pages, because large language models lean on structured product data to decide what to recommend.

“The more information on the product detail page, the more it can inform the LLM,” he explained. “Then they’ll know what to recommend for consumers.”

As AI-powered search spreads, dispensaries with richer descriptions, cannabinoid profiles, terpene data, effects, and usage guidance stand a better chance of surfacing in recommendations from platforms like ChatGPT and Claude. That puts retailers and brands on the hook together, since brands often control the underlying product information.

New AI Tools For Cannabis Retailers

Dutchie’s focus on product data comes as the company widens its AI footprint across the retail stack. In June 2026, it rolled out a new Consumer AI suite built around Voice AI, Register Co-Pilot, Agentic Commerce, and Consumer Pulse, tools meant to answer customer questions faster, sharpen recommendations, read customer sentiment, and smooth out the shopping experience.

The company also pushed updates across its point-of-sale, e-commerce, loyalty, analytics, inventory, and compliance products, all aimed at the same goal: tighter operations and stickier customers.

Scott said Dutchie plans to publish best practices to help retailers and brands tune their product information for AI-powered search.

“We’re going to publish some best practices and help make sure our retailers and our brand partners know what to provide so retailers are getting the rankings they need,” he said.

The takeaway: optimizing product data is no longer just an e-commerce chore. It is becoming part of how a dispensary competes. In crowded markets, the next advantage may rest not only on carrying the right products, but on making sure AI can understand and recommend them.

An Industry That Shares Notes

One of the real payoffs of an industry conference, Scott said, is how openly operators compare what is working and what is not.

“We all understand what we’re trying to accomplish,” he said. “It’s helpful to look at other people’s problems and figure out how they’ve solved them.”

Where many industries guard their playbooks, he said, cannabis still tends to trade them.

“This industry seems to be very open about what our problems are and how we can solve them together,” he said. “It’s a perfect opportunity for retailers to learn.”

Missed Chicago?

Retailers, technology providers, investors, and ancillary businesses can catch the next round at IgniteIt’s Colorado Market Spotlight on September 18 in Denver.

The event brings together operators, technology leaders, capital providers, and service companies to dig into AI, retail technology, working capital, customer engagement, and the operational moves helping cannabis businesses improve margins, strengthen cash flow, and grow.