Brand report · September 2026

Alpine IQ: AI Visibility Report

When buyers ask ChatGPT, Claude, and Gemini about cannabis retail & dispensary, Alpine IQ ranks #11 of 15, a Visibility Score of 5 in Cannabis Retail & Dispensary .

These rankings are measured from what the three models know from training, not a live web search. The live-web grounded surface is rolling out across the index. Methodology.

How AI sees Alpine IQ

Cannabis-only bet, and it's losing that one race.

Where it wins. Alpine IQ at least holds a spot in the conversation: an 11% mention rate in Cannabis Retail keeps it on the shortlist alongside Springbig and Dutchie, which is the entire footprint it has to work with.

Where it loses. At rank 12 of 15 with zero first-pick selections, the models consistently pass it over when a buyer wants a clear recommendation, and it disappears entirely from six of the seven prompt themes cannabis buyers actually use to find software.

AI-generated analysis of the September 2026 measurements.

Cannabis Retail & Dispensary · #11 of 15

5 / 100 first snapshot (September 2026)

11%

mention rate (72 answers)

6

avg. position

0%

first pick

2%

share of voice

First snapshot: September 2026. The trend line appears with the second monthly measurement; no modeled history.

ChatGPT

0

Claude

8

Gemini

8

How the models portray Alpine IQ

Being named is not the same as being recommended. Each mention is graded endorsed (a strong pick), listed (a neutral option), or caveated (named with a reservation).

75% 25%

endorsed · 95% band 41–93% listed caveated graded across 8 mentions in Cannabis Retail & Dispensary answers

Prompt themes Alpine IQ would want to own

Share of each theme's answers that mention Alpine IQ. Hover a row for the exact prompt. Compare shapes on the head-to-head page.

Budget & alternatives

5/9

3/9

0/9

0/9

0/9

0/9

0/9

If you could pick one

0/9

Gaps Best overall · Use-case fit · Startup & small team · Enterprise pick · Feature-led ask · If you could pick one

Most co-mentioned competitors

Share of Alpine IQ's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.

Dutchie

100%

Springbig

100%

Flowhub

75%

Treez

75%

Cova

75%

Blaze

75%

Scores are measured from real AI answers, refreshed monthly. Methodology.

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