Thunderdome B2B SaaS AI Visibility Index

← Museum & Cultural Institution ranking

Brand report · September 2026

PastPerfect PastPerfect: AI Visibility Report

pastperfectsf.com ↗

When buyers ask ChatGPT, Claude, and Gemini about museum & cultural institution, PastPerfect ranks #1 of 15, a Visibility Score of 47 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 PastPerfect

Museum software's AI kingpin, but ruling one small kingdom.

Where it wins. PastPerfect holds the top rank among 15 museum software options, and AI models mention it in nearly half of all relevant buying conversations at 47%. That mention rate is real presence, not a cameo.

Where it loses. First pick selection sits at just 8%, meaning AI models surface PastPerfect as a name to consider far more often than they hand it the crown. It also draws no recognition as an enterprise option, which limits its ceiling within the very niche it dominates.

AI-generated analysis of the September 2026 measurements.

Museum & Cultural Institution · #1 of 15

47 / 100 first snapshot (September 2026)
61%
mention rate (72 answers)
3
avg. position
11%
first pick
10%
share of voice
First snapshot: September 2026. The trend line appears with the second monthly measurement; no modeled history.
ChatGPT
37
Claude
67
Gemini
37

One of the index's bigger model splits: see where the models disagree →

How the models portray PastPerfect

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).

40% 16% 44%
endorsed · 95% band 27–55% listed caveated graded across 45 mentions in Museum & Cultural Institution answers
Prompt themes PastPerfect would want to own

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

Best overall
9/9 · #1×5
Startup & small team
8/9 · #1×2
If you could pick one
7/9 · #1×1

Gaps Enterprise pick

Most co-mentioned competitors

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

Axiell
43%
Tessitura
43%
Altru
41%
CatalogIt
39%
Veevart
30%
Argus
30%

Head-to-head: PastPerfect vs Axiell · PastPerfect vs Tessitura

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

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