September 2026 snapshot · 72 AI answers Locked up

Cannabis Retail & Dispensary: AI Visibility Ranking

Retail and compliance software for cannabis dispensaries covering point of sale, inventory, and regulatory tracking. Right now, Dutchie is the brand AI assistants recommend most, with a Visibility Score of 81 and the #1 spot in 72% of answers. Head-to-head: Dutchie vs Flowhub →

These rankings are measured from what the three models know from training, not a live web search. When the models DO search the web, see which sources they cite. Methodology.

Dutchie leads by a thread in a genuinely unsettled race.

Dutchie's 3-point edge over Flowhub is narrow enough that a single model shift could flip the ranking. Flowhub actually gets mentioned more often, at 74% of answers versus Dutchie's 68%, but converts far fewer of those mentions into first picks. Cova and Treez both appear in roughly 70% of answers yet rarely lead, leaving the first-pick conversation almost entirely between two brands separated by almost nothing.

AI-generated analysis of the September 2026 measurements.

#	Brand	Visibility Score	Mention rate	Avg. position	#1 pick rate	Models
1	Dutchie	81 ±2.9	83%	1.3	72%	ChatGPT #1 Claude #1 Gemini #1
2	Flowhub	64 ±5.2	74%	2.3	8%	ChatGPT #2 Claude #2 Gemini #3
3	Cova	54 ±5.9	71%	3.4	1%	ChatGPT #3 Claude #4 Gemini #2
4	Treez	51 ±4.9	69%	3.6	0%	ChatGPT #4 Claude #3 Gemini #5
5	Blaze	25 ±5.4	38%	4.3	0%	ChatGPT #10 Claude #5 Gemini #4
6	IndicaOnline	14 ±3.3	22%	4.5	6%	ChatGPT #5 Claude #10 Gemini #7
7	Jane Technologies	14 ±3.7	19%	4.0	0%	ChatGPT #8 Claude #6 Gemini #6
8	BioTrack	10 ±4.4	18%	5.7	0%	ChatGPT #6 Claude #7 Gemini
9	Weedmaps	8 ±2.6	14%	5.1	0%	ChatGPT #7 Claude #9 Gemini #13
10	Leafly	6 ±3.6	11%	5.8	0%	ChatGPT #11 Claude #8 Gemini #11
11	Alpine IQ	5 ±1.9	11%	6.3	0%	ChatGPT #13 Claude #11 Gemini #8
12	Greenbits	5 ±3.5	8%	5.5	0%	ChatGPT #9 Claude #15 Gemini #12
13	Springbig	4 ±1.6	11%	7.0	0%	ChatGPT #12 Claude #13 Gemini #9
14	LeafLogix	3 ±2.9	6%	5.5	0%	ChatGPT Claude #14 Gemini #10
15	Okta	3 ±2.7	4%	3.7	0%	ChatGPT Claude #12 Gemini #14

The ± under each score is the reliability band: how much the number would move if we re-ran the identical measurement. It is tight because each prompt is sampled multiple times. It is not the same as how much the ranking depends on which prompts we ask — a separate, wider figure shown on hover.

Just below the cutoff: KORONA POS (2.8), Azure (2.6), AWS (2.6), Microsoft Entra ID (2.1), Proteus420 (1.9). 45 brands were scored in this category; the leaderboard shows the top 15.

Visibility Score: position-weighted presence across all measured answers, 0 to 100. A score of 100 means the brand was the first recommendation in every answer. Every point in a trend line is a live monthly measurement; there is no modeled or backfilled history. Full methodology.

Openness 19/100: the share of this category's recommendation weight not held by the leader.

Compare brands in Cannabis Retail & Dispensary head-to-head → · Explore the prompt tree →

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Do the models agree?

Per-model Visibility Scores for the top 10. A long gray bar means the three assistants disagree about the brand. Hover a row for exact values.

ChatGPT Claude Gemini

Where they land in the answer

When a brand is mentioned, where does it appear? Box shows the middle 50% of positions, the thick line is the median, whiskers are the extremes. Hover a row for the detail.