Thunderdome B2B SaaS AI Visibility Index

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September 2026 snapshot · 72 AI answers Leader emerging

Museum & Cultural Institution: AI Visibility Ranking

Management software for museums and cultural institutions covering collections, ticketing, memberships, and donors. Right now, PastPerfect is the brand AI assistants recommend most, with a Visibility Score of 47 and the #1 spot in 11% of answers. Head-to-head: PastPerfect vs Axiell →

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.

Museum software has no AI favorite yet, anyone can win.

PastPerfect leads with a 33 score and shows up in 47% of answers, but that ceiling is low enough that no vendor has meaningfully staked out this category in AI recommendations. The per-model splits tell the real story: Altru gets zero mentions from Gemini while scoring 38 from Claude, and Veevart earns 46 from Gemini but nearly nothing from Claude, meaning coverage is fragmented by model rather than consolidated by brand. Any vendor that builds consistent presence across all three models is looking at an unclaimed top position.

AI-generated analysis of the September 2026 measurements.

# Brand Visibility Score Mention rate Avg. position #1 pick rate Models
1 PastPerfect
47
±4.1
61% 3.4 11% ChatGPT #2 Claude #1 Gemini #4
2 Axiell
28
±6.1
40% 4.1 0% ChatGPT #1 Claude #6 Gemini #7
3 Tessitura
26
±5.2
38% 4.1 3% ChatGPT #5 Claude #4 Gemini #5
4 Altru
23
±5.2
29% 3.1 15% ChatGPT #4 Claude #3 Gemini
5 Veevart
23
±5.2
29% 3.1 8% ChatGPT #7 Claude #10 Gemini #2
6 CatalogIt
22
±3.9
29% 3.5 8% ChatGPT #6 Claude Gemini #3
7 Blackbaud Altru
20
±4.8
24% 2.4 13% ChatGPT #12 Claude #8 Gemini #1
8 Argus
15
±2.6
18% 2.8 1% ChatGPT Claude #2 Gemini
9 CollectiveAccess
14
±3.9
22% 4.8 1% ChatGPT #8 Claude #5 Gemini #12
10 TMS Collections
12
±3.2
14% 2.6 7% ChatGPT #3 Claude Gemini
11 Salesforce
10
±4.8
14% 4.0 0% ChatGPT #10 Claude #13 Gemini #6
12 Google Arts & Culture
10
±2.7
10% 1.0 10% ChatGPT #13 Claude #7 Gemini #9
13 TMS
10
±4.6
13% 3.3 1% ChatGPT #9 Claude #9 Gemini #11
14 Artwork Archive
9
±4
10% 2.1 3% ChatGPT #11 Claude #12 Gemini #8
15 Omeka
6
±2.5
13% 6.1 0% ChatGPT #14 Claude #11 Gemini #10

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: The Museum System (6.1), EMu (5.6), Microsoft Entra ID (5.6), MuseumPlus (5.4), Okta (5). 119 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 53/100: the share of this category's recommendation weight not held by the leader.

Compare brands in Museum & Cultural Institution 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
0 25 50 75 100 Visibility Score · 0 = never mentioned, 100 = always the first recommendation PastPerfect Axiell Tessitura Altru Veevart CatalogIt Blackbaud Altru Argus CollectiveAccess TMS Collections

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.

1 2 3 4 5 6 7 8 9 10 11 12 Position in the answer · 1 = the first product recommended PastPerfect Axiell Tessitura Altru Veevart CatalogIt Blackbaud Altru Argus CollectiveAccess TMS Collections

What each model recommends first

ChatGPT

gpt-5.4

1 Axiell
54
2 PastPerfect
37
3 TMS Collections
35
4 Altru
32
5 Tessitura
28

Claude

claude-sonnet-4-6

1 PastPerfect
67
2 Argus
44
3 Altru
38
4 Tessitura
30
5 CollectiveAccess
19

Gemini

gemini-3-flash-preview

1 Blackbaud Altru
50
2 Veevart
46
3 CatalogIt
44
4 PastPerfect
37
5 Tessitura
20

The questions we asked

Each model answered every prompt 3 times in September 2026. Prompts are brand-neutral so no vendor gets seeded into the question.

  1. Best overall
    What's the best management software for a museum? See who wins it →
  2. Use-case fit
    We're a mid-size museum that needs collections management, ticketing, and membership in one connected system. What should we use? See who wins it →
  3. Top tools in 2026
    What are the top museum and cultural institution platforms in 2026? See who wins it →
  4. Startup & small team
    Which museum software is best for a small nonprofit gallery on a budget? See who wins it →
  5. Enterprise pick
    Which undefined should a large enterprise standardize on, considering security, compliance, and scale? See who wins it →
  6. Feature-led ask
    I need software with collections cataloging, admissions ticketing, and membership management for our museum. What do you recommend? See who wins it →
  7. If you could pick one
    If you could only pick one museum management platform, which would it be and why? See who wins it →
  8. Budget & alternatives
    What museum software has the best integrations with fundraising and point-of-sale tools? See who wins it →