Brand report · September 2026

CollectiveAccess: AI Visibility Report

When buyers ask ChatGPT, Claude, and Gemini about museum & cultural institution, CollectiveAccess ranks #9 of 15, a Visibility Score of 14 in Museum & Cultural Institution .

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 CollectiveAccess

One race, one category, buried at ninth with no enterprise pull.

Where it wins. CollectiveAccess holds a 22% mention rate inside Museum and Cultural Institution, meaning AI models do surface it in roughly one in five relevant conversations. The startup and small team prompt theme is where that recognition concentrates.

Where it loses. A 1.4% first-pick rate against 14 competitors signals that models treat it as a filler option rather than a go-to recommendation. The complete absence from use-case fit, enterprise, and budget comparison themes leaves the category's most decisive buyer moments entirely to PastPerfect, CatalogIt, and Argus.

AI-generated analysis of the September 2026 measurements.

Museum & Cultural Institution · #9 of 15

14 / 100 first snapshot (September 2026)

22%

mention rate (72 answers)

5

avg. position

1%

first pick

4%

share of voice

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

ChatGPT

16

Claude

19

Gemini

7

How the models portray CollectiveAccess

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).

25% 31% 44%

endorsed · 95% band 10–49% listed caveated graded across 16 mentions in Museum & Cultural Institution answers

Prompt themes CollectiveAccess would want to own

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

Startup & small team

7/9 · #1×1

Best overall

4/9

If you could pick one

3/9

1/9

1/9

0/9

0/9

Budget & alternatives

0/9

Gaps Use-case fit · Enterprise pick · Budget & alternatives

Most co-mentioned competitors

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

PastPerfect

75%

CatalogIt

44%

Axiell

44%

Argus

44%

Omeka

38%

Artwork Archive

31%

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

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