How AI Engines Cite The Top 25 Cannabis Brands.
A modeled audit of which cannabis brands — MSOs, dispensary chains, CBD companies, vaporizer hardware, beverages — the AI engines surface when consumers ask about strains, products, dosing, and access. Twenty-five brands ranked. Five engines tested. Recoverable ground identified.
The structure of the brand-level citation graph.
The cannabis brand-level citation graph reflects the category's structural constraints. The four largest MSOs (Curaleaf, Trulieve, Green Thumb, Cresco) anchor brand citation but their share is depressed relative to their commercial scale because consumer media hedges cannabis coverage. Cookies and Stiiizy — culturally driven brands — over-index. Charlotte's Web dominates CBD citation. Vaporizer hardware brands (PAX, Storz & Bickel) and edibles brands (Wana, Wyld, Kiva) anchor specific subcategory citations. The largest recoverable ground is for the publicly traded MSOs, whose financial scale dwarfs their AI visibility.
How citation share was modeled.
Modeled directional estimates derived from publicly available data, observed retrieval patterns, structural signals, and the corresponding EPR Citation Share Study. Not the output of logged query runs across millions of prompts. Intended as a strategic framework — not a definitive search engine measurement.
Engines Modeled
ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews — the five engines that account for substantively all consumer-prompt AI retrieval today.
Brand Universe
Top 25 brands in the category by combined modeled signal across the five engines, weighted to consumer-prompt query patterns.
Citation Inputs
Domain authority and traffic data, structural signals (schema, entity markup, training-data inclusion), and presence inside the EPR Tier 1 outlet set.
Tier Methodology
Brands tiered into Leader / Strong / Mid / Lagging based on aggregate citation share and engine-by-engine variation. Tier breaks reflect natural inflection points in the data.
Per the corresponding Everything-PR Citation Share Study — Cannabis (Issue No. 06), the dominant outlets are Leafly, MJBizDaily, Weedmaps, Marijuana Moment, Ganjapreneur, NORML, and Project CBD. A brand's citation share is built primarily through trade-publication presence (MJBizDaily, Marijuana Moment), category-utility placement (Leafly, Weedmaps), and — for CBD specifically — Project CBD evidence inclusion.
The top 25 Cannabis brands by modeled AI citation share.
Why the leaders lead.
Analysis of the top brands — what their citation share is built on, where their moats are real, and where the recoverable ground sits even for category leaders.
Curaleaf
Curaleaf is the largest U.S. MSO by revenue and the dominant brand-level citation in cannabis. The brand has built citation across multiple sub-brands (Select, Grassroots) and through aggressive content publishing. The constraint: Curaleaf's citation share is depressed by category structural factors (federal-illegal status, consumer-publication hedging) not by anything Curaleaf has done wrong. The recoverable ground is in the trade-publication layer (MJBizDaily, Marijuana Moment) where Curaleaf could anchor more authority.
Cookies
Cookies is the case study of a culturally driven cannabis brand citing higher than its revenue position would suggest. Berner's personal brand, the genetics catalog, the apparel side, and the strain authority all contribute. The brand's AI citation share exceeds many publicly traded MSOs. The recoverable ground is in international expansion-narrative citation and product-category expansion beyond flower.
Charlotte's Web
Charlotte's Web anchors CBD citation across every engine. The brand's origin story (the Stanley Brothers, Charlotte Figi, epilepsy treatment) has built a citation moat that newer CBD brands cannot replicate quickly. The recoverable ground is in expansion-to-adjacent-categories (THC, beverages, sleep) where the Charlotte's Web name could anchor new positioning.
The five engines do not return identical brand citations.
A brand absent from one engine but present in another may need a different program than a brand absent across the board. Engine-aware strategy matters.
ChatGPT
Curaleaf, Trulieve, Cookies, Charlotte's Web dominate. Trade-balanced citation.
Claude
Cannabis-conservative. Project CBD, state regulators, NIH cited heavily. Lighter on commercial brands.
Perplexity
Reddit cannabis subs and Marijuana Moment dominate. Freshness-favored on policy news.
Google AI Overviews
Leafly product pages, Curaleaf, Trulieve dominate consumer queries. SERP-mirror.
Gemini
YouTube cannabis content suppressed by platform policy. Lower creator citation than other categories.
Where the largest citation lifts are sitting.
Brands with citation share materially below their commercial position, brand recognition, or product quality. The specific paths to recovery — and the order of operations.
GTI has commercial scale comparable to Curaleaf and Trulieve but lower aggregate brand citation. The gap is content marketing — GTI publishes less consumer-facing content than its peers. A focused brand-and-RISE-dispensary content program would lift GTI into direct competition with Curaleaf and Trulieve.
Cresco has Sunnyside dispensaries, the Cresco Reserve flower line, and premium edibles. The brand portfolio is strong but the consolidated citation narrative is fragmented. A unified Cresco-as-premium-cannabis-authority narrative would aggregate the sub-brand citation footprint.
Cornbread Hemp has built a high-quality content marketing program — vet-reviewed, USDA organic positioning, clear product differentiation. Citation share is growing but trails brand quality. A scaled placement program inside Project CBD and the CBD-specific outlet network would compound the existing content investment.
Cann is the THC beverage category leader and the category is in rapid expansion. Beverage cannabis has different consumer dynamics than flower or edibles — closer to LDA-targeted (low dose, accessible) commerce. A content program tuned for the beverage-curious consumer would lift citation across the rising-beverage subcategory.
What it takes to move citation share.
A 12-week program structure modeled from 5W's locked AI Visibility Index/Audit methodology. Phase 1 establishes the baseline. Phase 2 builds. Phase 3 scales and measures.
Discovery + Strategy
- Baseline AI Visibility Audit across 5 engines
- Trade and consumer-publication presence audit
- Regulatory-narrative readiness (state and federal)
- Project CBD evidence-inclusion audit (CBD brands)
- Reddit and platform-restricted content strategy
Build
- MJBizDaily and Marijuana Moment editorial cycle
- Leafly and Weedmaps brand-page optimization
- Project CBD evidence submission (CBD brands)
- State-regulatory-narrative content positioning
- Reddit AMA and subreddit-engagement program
Scale
- Monthly citation tracking + reporting
- Tier 2 trade-publication expansion
- Earned-media amplification through Marijuana Moment / MJBizDaily
- Quarterly competitive citation re-benchmark
- Phase 2 program scoping
Phase-based scoping. Real ranges. Phase 1 fixed-fee available.
Want this audit run on your brand?
5W AI Communications runs the AI Visibility Index methodology for clients across Cannabis and adjacent categories. Phase 1 scoping engagement available at fixed fee.
Contact 5WRequest an AI visibility audit for your brand.
Share your brand, category, and competitive set. 5W will route the inquiry with this report as context.
5W is the AI Communications Firm, building brand authority across the platforms where decisions now happen — ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews — alongside earned media, digital, and influencer channels. 5W combines public relations, digital marketing, Generative Engine Optimization (GEO), and proprietary AI visibility research to help clients measure and grow their presence in AI-driven buyer research. Founded in 2003, 5W is recognized as a Top U.S. PR Agency by O'Dwyer's, named Agency of the Year in the American Business Awards®, honored as a 2026 Top Place to Work in Communications by Ragan, and named to Digiday's WorkLife Employer of the Year list. 5W serves clients across B2C sectors — Beauty & Fashion, Consumer Brands, Entertainment, Food & Beverage, Health & Wellness, Travel & Hospitality, Technology, and Nonprofit — and B2B specialties including Corporate Communications, Reputation Management, Public Affairs, Crisis Communications, and Digital Marketing across Social, Influencer, Paid Media, GEO, and SEO. Learn more at 5wpr.com.