See whether AI search engines mention, recommend and accurately describe your CBD or hemp brand — then get a prioritized plan to build the trust signals AI systems look for.
View a Sample CBD Report→AI mentions this brand in 24% of tracked answers — but recommends a competitor in most of them. The gap between being seen and being chosen is where growth is won.
ViceRank is an AI visibility monitoring platform for CBD and hemp brands. It measures how ChatGPT, Claude, Gemini and Perplexity mention, recommend and describe CBD products and retailers, then generates a prioritized plan to close visibility and trust gaps.
Customers increasingly use conversational AI to ask for recommendations, comparisons, trusted providers and local options. For CBD and hemp businesses, being absent — or being described inaccurately — can send a high-intent customer directly to a competitor. ViceRank shows the exact prompts you win and lose, the engines that mention or recommend you, and the online sources influencing each answer.
A per-prompt evidence table is the centerpiece: for "best full-spectrum CBD gummies," Claude mentions you, ChatGPT doesn't mention you at all. Each row links the finding to a specific fix.
| Customer prompt | Claude | ChatGPT | Gemini | Opportunity |
|---|---|---|---|---|
| Best CBD oil for sleep | Recommends you | Competitor wins | Mentions you | Strengthen third-party proof |
| Best full-spectrum CBD gummies | Mentions you | Not mentioned | Competitor wins | Publish lab-tested COA page |
| Which CBD brands are third-party tested? | Competitor wins | Mentions you | Recommends you | Improve category authority |
| Best CBD for anxiety | Not mentioned | Not mentioned | Not mentioned | Build prompt-specific content |
CBD is one of the categories AI models treat most cautiously. Lab-tested transparency is the single biggest lever for moving from "not mentioned" to "recommended."
ViceRank converts evidence into a practical AI Optimization Playbook. Each task identifies the prompt or source gap, explains why it matters, assigns an owner and provides a recommended next action.
25 high-intent prompts, a self-audit checklist, common source gaps and a sample prompt-by-engine scorecard — free, no credit card required.
AI search optimization improves the clarity, authority and availability of information that AI search engines may use when answering questions about CBD and hemp brands, products and sourcing. ViceRank measures current visibility and identifies practical opportunities; it does not guarantee inclusion in any AI-generated answer.
Traditional SEO focuses largely on rankings and traffic from search-result pages. AI visibility also measures whether a brand is mentioned, recommended, compared or cited inside a generated answer. The disciplines overlap, but AI answers may use different sources and respond differently to conversational prompts.
ViceRank tracks leading AI answer and search experiences as integrations become available. We clearly identify which engines each scan covers, so you always know exactly what was measured.
AI models tend to be conservative with health-adjacent recommendations, leaning on sources with clear lab testing, transparent sourcing and accurate, non-exaggerated claims. Brands without visible verification are more likely to be omitted than misrepresented.
No. AI answers are dynamic and controlled by third-party platforms. ViceRank provides measurement, competitive intelligence and optimization recommendations, but no ethical provider can guarantee a specific ranking or recommendation.
Where enabled, organizations can organize scans by brand, product line and market so teams can compare visibility and assign improvements.
A baseline scan identifies immediate gaps. Ongoing monitoring is useful because answers, citations, competitors and available information change over time. The right cadence depends on market velocity and the number of prompts being tracked.
Start with the company or brand website and your core product lines. Onboarding then recommends relevant prompts, competitors and categories for review.
Run a free baseline scan to uncover the prompts you win, the competitors appearing instead of you, and the highest-priority opportunities to improve.