This is an illustrative report for a fictional dispensary — every number, prompt and competitor below is a sample, not live customer data. Run a free scan to see your own.
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.
ViceScore Report
Across AI search with live web access · 8 prompts · sample
ViceScore
Composite score — how often AI recommends you, your visibility, position, sentiment, and whether AI can even crawl you.
Visibility
38%Sentiment when mentioned
Mentioned alongside you
Share among competitors mentioned in AI answers — does not include you (see the You row above).
Top AI prompts
8 prompts · 1 engine (Claude with live web search)
Prompt: “Best dispensary in Denver”
A few Denver dispensaries come up often, including Green Leaf Denver and Sample Dispensary Co. Green Leaf is frequently cited first for its selection.
AI search engines tracked
AI crawlability & e-commerce readiness
Findings
E-commerce readability
AI bot access (per robots.txt)
robots.txt is honored voluntarily; “allowed” means permitted, not guaranteed crawled.
llms.txt
llms.txt: missing·llms-full.txt: missingEmerging standard — nice-to-have, low confirmed impact.
Recommendation rate
13%Your action plan
AI answers for “best dispensary in Denver” lean on structured location data. A clear, schema-marked location page helps engines associate your brand with the market.
You are absent from edible-category prompts where competitors appear. A focused category page gives engines something to cite.
Both directories are cited in your market’s answers. Inconsistent hours or menus there can produce inaccurate AI responses.
Use-case prompts (first-time, sleep) are where you are missing. Intent-specific pages give engines a reason to recommend you for them.
Top sources AI cited
These are the domains AI trusts for this query. Getting listed or reviewed on them is one of the fastest paths into the answer.
Run a free baseline scan to see how AI describes and recommends your brand — with your real prompts, competitors and prioritized fixes.