September 2026 snapshot · 72 AI answers Leader emerging

Winery & Brewery Management: AI Visibility Ranking

Production and sales software for wineries and breweries covering production, inventory, compliance, and direct-to-consumer sales. Right now, Ekos is the brand AI assistants recommend most, with a Visibility Score of 69 and the #1 spot in 25% of answers. Head-to-head: Ekos vs Vintrace →

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.

Ekos dominates; everyone else argues over table scraps.

Ekos sits 33 points clear of the nearest competitor and shows up in 82% of answers, making it the near-automatic recommendation across all three models. The real contest is among four brands clustered between scores of 24 and 37, where Commerce7 is the wildcard: Claude nearly ignores it while Gemini scores it at 52, the sharpest model disagreement in the category. Beer30 rounds out the pack with a 36% mention rate but has never been anyone's first pick.

AI-generated analysis of the September 2026 measurements.

#	Brand	Visibility Score	Mention rate	Avg. position	#1 pick rate	Models
1	Ekos	69 ±4.7	82%	2.5	25%	ChatGPT #1 Claude #1 Gemini #1
2	Vintrace	37 ±7	43%	2.5	22%	ChatGPT #3 Claude #2 Gemini #5
3	WineDirect	34 ±5.6	43%	3.2	4%	ChatGPT #2 Claude #3 Gemini #6
4	Commerce7	32 ±5.4	39%	2.8	6%	ChatGPT #4 Claude #7 Gemini #2
5	Beer30	24 ±4	36%	4.3	0%	ChatGPT #6 Claude #5 Gemini #4
6	InnoVint	23 ±4.4	29%	3.3	10%	ChatGPT #8 Claude #11 Gemini #3
7	OrchestratedBEER	20 ±3.7	26%	3.5	10%	ChatGPT #5 Claude #4 Gemini
8	Ollie	13 ±3.3	21%	4.9	1%	ChatGPT #11 Claude #12 Gemini #7
9	QuickBooks	12 ±4.8	22%	5.5	1%	ChatGPT #10 Claude #8 Gemini #10
10	Arryved	10 ±4.2	18%	5.3	0%	ChatGPT #12 Claude #9 Gemini #8
11	Square	9 ±2.8	15%	5.5	0%	ChatGPT #14 Claude #6 Gemini #11
12	vinSUITE	7 ±5.4	8%	2.3	3%	ChatGPT #7 Claude #13 Gemini
13	Xero	7 ±2.7	17%	6.8	0%	ChatGPT #13 Claude #14 Gemini #9
14	Toast	7 ±2.9	13%	5.7	0%	ChatGPT #15 Claude #10 Gemini #12
15	Process2Wine	6 ±3	11%	5.5	0%	ChatGPT #9 Claude Gemini

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: Brew Commander (6), BreweryDB (5), Vin65 (4.9), eCellar (4.2), VicinityBrew (4). 93 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 31/100: the share of this category's recommendation weight not held by the leader.

Compare brands in Winery & Brewery Management 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.