AI Software Index · August 2026

Best membership management software according to AI

33 real buyer questions, asked on the live ChatGPT and Gemini apps. Filter the leaderboard by engine, buyer type, and region.

WildApricot is the answer AI gives most often — it was the first recommendation in 30% of the 33 answers we collected.

A high win rate for this category — the answer stays fairly stable however you phrase the question.

The leaderboard

Engine

Mention rate = share of 33 answers naming the brand. Top pick = share where it was the first recommendation.

#BrandMentionedTop pick
1WildApricot67%
30%
2Join It55%
21%
3Professional association52%
15%
4MemberClicks46%
3%
5GrowthZone36%
6%
6Wild Apricot33%
9%
7Glue Up33%
0%
8Raklet33%
0%
9iMIS24%
0%
10Hivebrite21%
0%
Citations

The sources behind the answers

Which domains ChatGPT and Gemini cite when recommending membership management software — and which ones move the outcome.

Most-cited domains

  1. 1.wildapricot.com15
  2. 2.memberclicks.com11
  3. 3.joinit.com11
  4. 4.growthzone.com9
  5. 5.raklet.com9
  6. 6.glueup.com8
  7. 7.imis.com8
  8. 8.capterra.com8

Is AI recommending you?

Look up any of 1,800+ brands from this study — mention rate, top-pick rate, and which sources carry them.

Look up your brand

Methodology: 33 structured buyer prompts (generic, audience-framed, US/UK-localized) run on the real ChatGPT (gpt-5.5) and Gemini web apps, August 2026. “Top pick” = first brand recommended in the answer. Part of the GetIntel AI Software Index.

AI is already recommending someone for membership management software.

GetIntel tracks whether it's you — daily, across five engines — and ships the fixes through your own coding agent.