Fan-out run7mRyfLfbAWAcompleteAI Overview
what is the best association management software
Geminigemini-4-hydrogenOpenAIgpt-6.1-terra5 passes + 3 real-search113 queries18m ago
Download run
Gemini unique queries
37
7 in ≥ half the passes · stability 32%
OpenAI unique queries
45
6 in ≥ half the passes · stability 30%
Overlap between models
43%
13 shared of 30 distinct sub-queries
Gemini real searches predicted
50%
4 of 8 matched the simulation
OpenAI real searches predicted
39%
9 of 23 matched the simulation
Cost of this run
$0.544
104,415 tokens · 35 web searches · on your keys
Side by side
The same idea worded differently counts as shared. Matching uses EmbeddingGemma 2 similarity.
64% of distinct sub-queries were generated by both models (semantic match ≥ 0.935 cosine, EmbeddingGemma 2).
Only Gemini Both Only OpenAI
Only Gemini3
top association management software platforms
key features of association management software
what does association management software do
Both models7
association management software pricing ↗4x
association management software pricing and costs ↗2x
association management software pricing comparison ↗2x
best association management software for small nonprofits ↗4x
best association management software for nonprofits ↗2x
Only OpenAI1
best association management software for small associations
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
what is the best association management software
37 unique queries · 5 passes
top rated platform options
4 queries · 13 hits
features and definition overview
3 queries · 10 hits
general pricing and costs
1 query · 4 hits
association management software pricing4xGoogle ↗
RELATED
ams versus crm comparison
2 queries · 4 hits
popular platform head to head compariso…
1 query · 3 hits
wild apricot vs memberclicks3xGoogle ↗
COMPARATIVE
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 113 queries…
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
Gemini8 real searches · gemini-4-hydrogen50% predicted
top association management software reviews Google ↗
best association management software 2026 Google ↗
"Wild Apricot" "MemberClicks" "GrowthZone" "Fonteva" comparison 2026 Google ↗
"iMIS" OR "Fonteva" OR "Nimble AMS" association management software 2026 Google ↗
"Novi AMS" vs "GrowthZone" vs "WildApricot" Google ↗
best HOA association management software 2026 Google ↗
"WildApricot" OR "MemberClicks" OR "GrowthZone" OR "Novi AMS" OR "Glue Up" review 2026 Google ↗
"Fonteva" vs "Nimble AMS" vs "iMIS" Google ↗
- tradewing.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- payhoa.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- pelcro.com · vertexaisearch.cloud.google.com
- joinit.com · vertexaisearch.cloud.google.com
- g2.com · vertexaisearch.cloud.google.com
- joinit.com · vertexaisearch.cloud.google.com
- protechassociates.com · vertexaisearch.cloud.google.com
- converve.com · vertexaisearch.cloud.google.com
- imis.com · vertexaisearch.cloud.google.com
- youtube.com · vertexaisearch.cloud.google.com
- quonsapp.com · vertexaisearch.cloud.google.com
- albato.com · vertexaisearch.cloud.google.com
- albato.com · vertexaisearch.cloud.google.com
- managecasa.com · vertexaisearch.cloud.google.com
- pelcro.com · vertexaisearch.cloud.google.com
- tradewing.com · vertexaisearch.cloud.google.com
- getcommunal.com · vertexaisearch.cloud.google.com
- imis.com · vertexaisearch.cloud.google.com
- joinit.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- youtube.com · vertexaisearch.cloud.google.com
- g2.com · vertexaisearch.cloud.google.com
- imis.com · vertexaisearch.cloud.google.com
- imis.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- nimbleams.com · vertexaisearch.cloud.google.com
- protechassociates.com · vertexaisearch.cloud.google.com
- youtube.com · vertexaisearch.cloud.google.com
- silvercreekam.com · vertexaisearch.cloud.google.com
- albato.com · vertexaisearch.cloud.google.com
- tradewing.com · vertexaisearch.cloud.google.com
- group.app · vertexaisearch.cloud.google.com
- capterra.com · vertexaisearch.cloud.google.com
- meloraconnect.com · vertexaisearch.cloud.google.com
- tradewing.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- memberiq.co · vertexaisearch.cloud.google.com
- joinit.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- meaningful.ca · vertexaisearch.cloud.google.com
- remembers.com · vertexaisearch.cloud.google.com
- g2.com · vertexaisearch.cloud.google.com
- reddit.com · vertexaisearch.cloud.google.com
- protechassociates.com · vertexaisearch.cloud.google.com
- imis.com · vertexaisearch.cloud.google.com
- axongarside.com · vertexaisearch.cloud.google.com
- imis.com · vertexaisearch.cloud.google.com
OpenAI23 real searches · gpt-6.1-terra39% predicted
best association management software 2026 associations member management comparison reviews Google ↗
best association management software 2026 G2 rankings WildApricot MemberClicks GrowthZone Google ↗
best association management software 2026 membership organizations nonprofit software Google ↗
association management software WildApricot pricing 2026 Google ↗
association management software WildApricot pricing 2026 membership Google ↗
best association management software 2026 Capterra associations nonprofit Google ↗
association management software best 2026 nonprofit professional association Fonteva Glue Up YourMembership reviews Google ↗
site:wildapricot.com pricing membership software 2026 Google ↗
association management software best 2026 memberclicks nimble ams glue up pricing Google ↗
site:softwareadvice.com association management software 2026 reviews Google ↗
site:memberclicks.com pricing association management software Google ↗
site:g2.com association management software 2026 best Google ↗
site:wildapricot.com pricing $66 contacts 2026 Google ↗
site:wildapricot.com pricing 100 contacts month membership Google ↗
site:neonone.com neon crm pricing membership 2026 Google ↗
site:noviams.com pricing Novi AMS 829 monthly quickbooks Google ↗
site:growthzone.com association management software pricing automation Google ↗
site:communitybrands.com nimble ams salesforce association Google ↗
site:neonone.com neon crm pricing memberships 99 Google ↗
site:glueup.com pricing association 3000 Google ↗
WildApricot official pricing 100 contacts 66 per month Google ↗
site:noviams.com "onboarding" "829" pricing Google ↗
site:growthzone.com "pricing" "association" growthzone Google ↗
- capterra.com · capterra.com
- capterra.com · capterra.com
- softwareadvice.com · softwareadvice.com
- capterra.com · capterra.com
- statwharf.com · statwharf.com
- itechguides.com · itechguides.com
- plugroute.com · plugroute.com
- fullroster.co · fullroster.co
- mysaasjourney.com · mysaasjourney.com
- gaugius.com · gaugius.com
- quarule.com · quarule.com
- rankite.com · rankite.com
- cdn.featuredcustomers.com · cdn.featuredcustomers.com
- memberclicks.com · memberclicks.com
- growthzone.com · growthzone.com
- asaecenter.org · asaecenter.org
- images.g2crowd.com · images.g2crowd.com
- cdn.hubilo.com · cdn.hubilo.com
- en.wikipedia.org · en.wikipedia.org
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- en.wikipedia.org · en.wikipedia.org
- techradar.com · techradar.com
- techradar.com · techradar.com
- en.wikipedia.org · en.wikipedia.org
- techradar.com · techradar.com
- techradar.com · techradar.com
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- techradar.com · techradar.com
- techradar.com · techradar.com
- neonone.com · neonone.com
- neonone.com · neonone.com
- neonone.com · neonone.com
- growthzone.com · growthzone.com
- noviams.com · noviams.com
- assets.noviams.com · assets.noviams.com
- neonone.com · neonone.com
- neonone.com · neonone.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal searchBoth models
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
37 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
how to choose association management software IMPLICIT | Google ↗ AI Mode ↗ | The user wants a step-by-step framework for evaluating and selecting the right AMS for their needs. | — | how_to_steps | features and definition overview | 5x of 5 | |
top association management software platforms REFORMULATION | Google ↗ AI Mode ↗ | The user wants a curated list of the highest-rated association management software options currently available. | — | review_roundup | top rated platform options | 4x of 5 | |
association management software pricing RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand typical costs and pricing tiers for association management software. | — | pricing_page | general pricing and costs | 4x of 5 | |
best association management software for small nonprofits PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants software recommendations tailored to the budget and scale of a small nonprofit. | — | buyers_guide | top rated platform options | 4x of 5 | |
best ams software for associations REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants recommendations for association management systems using the standard industry acronym. | — | buyers_guide | top rated platform options | 3x of 5 | |
wild apricot vs memberclicks COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to know how two specific popular association management platforms stack up against each other. | — | comparison_table | popular platform head to head compariso… | 3x of 5 | |
key features of association management software RELATED | Google ↗ AI Mode ↗ | The user wants to understand what core capabilities to look for when evaluating AMS platforms. | — | checklist | features and definition overview | 3x of 5 | |
association management software comparison COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare features, pricing, and capabilities across leading association management platforms. | — | comparison_table | ams versus crm comparison | 2x of 5 | |
what does association management software do IMPLICIT | Google ↗ AI Mode ↗ | The user wants a foundational understanding of the purpose and functions of an AMS. | — | glossary/definition | features and definition overview | 2x of 5 | |
association management software vs crm RELATED | Google ↗ AI Mode ↗ | The user wants to understand the difference between dedicated AMS platforms and standard customer relationship management tools. | — | comparison_table | ams versus crm comparison | 2x of 5 | |
best association management software for large trade associations PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants enterprise-grade AMS recommendations capable of handling complex memberships and events. | — | case_study | top rated platform options | 2x of 5 | |
top rated association management software 2025 REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants an up-to-date list of the highest-rated association management software options. | — | review_roundup | current year software rankings | 1x of 5 | |
wild apricot vs memberclicks vs fonteva COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to see a side-by-side comparison of leading association management software providers. | — | comparison_table | popular platform head to head compariso… | 1x of 5 | |
best ams software for nonprofits and trade associations ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants recommendations tailored specifically to the needs of nonprofits and trade groups. | — | buyers_guide | top rated platform options | 1x of 5 | |
association management software pricing and plans IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know how much association management software typically costs and what pricing models exist. | — | pricing_page | general pricing and costs | 1x of 5 | |
imis association management software reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to read user feedback and evaluations for a major enterprise AMS platform. | — | review_roundup | ams versus crm comparison | 1x of 5 | |
growthzone pricing and features ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know the cost and capabilities of GrowthZone as a specific AMS option. | — | pricing_page | specific vendor pricing details | 1x of 5 | |
what is association management software used for IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants a clear definition and overview of the purpose of association management software. | — | glossary/definition | features and definition overview | 1x of 5 | |
what features should association management software have RELATED | Google ↗ AI Mode ↗ | The searcher wants to know the key capabilities to look for when choosing association management software. | — | checklist | features and definition overview | 1x of 5 | |
best association management software for small associations PERSONALIZED | Google ↗ AI Mode ↗ | The user wants software recommendations suited for a smaller organization with limited budget and staff. | — | review_roundup | top rated platform options | 1x of 5 | |
fonteva association management software reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to read user feedback and pros and cons for a specific major AMS platform. | — | review_roundup | features and definition overview | 1x of 5 | |
wildapricot vs memberclicks COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants a direct feature and pricing comparison between two popular AMS providers. | — | comparison_table | popular platform head to head compariso… | 1x of 5 | |
free association management software PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants to find no-cost or open-source association management tools. | — | review_roundup | features and definition overview | 1x of 5 | |
ams vs crm for nonprofits COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to understand the difference between an association management system and a standard CRM. | — | web_article | ams versus crm comparison | 1x of 5 | |
yourmembership reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to read user feedback and expert opinions on YourMembership. | — | forum/qna | popular platform head to head compariso… | 1x of 5 | |
essential features of association management software RELATED | Google ↗ AI Mode ↗ | The user wants to know what core capabilities to look for when evaluating AMS platforms. | — | checklist | features and definition overview | 1x of 5 | |
yourmembership association management software reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to read user feedback and ratings for a specific popular AMS platform. | — | review_roundup | features and definition overview | 1x of 5 | |
fonteva association management reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants real user feedback and ratings for a specific major AMS platform, Fonteva. | — | review_roundup | features and definition overview | 1x of 5 | |
fonteva association management software ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants detailed specifications and capabilities of Fonteva's association management solution. | — | product_spec_sheet | features and definition overview | 1x of 5 | |
glue up association management software features ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to inspect the specific capabilities of Glue Up as an AMS option. | — | product_spec_sheet | features and definition overview | 1x of 5 | |
ams vs crm for associations COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to understand the difference between dedicated association management software and a general CRM. | — | web_article | ams versus crm comparison | 1x of 5 | |
best membership management software for associations REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find top software focused heavily on member directories, renewals, and engagement. | — | web_article | top rated platform options | 1x of 5 | |
association management software for large enterprise associations PERSONALIZED | Google ↗ AI Mode ↗ | The user wants to find scalable, high-capacity AMS solutions built for complex, large-scale organizations. | — | buyers_guide | top rated platform options | 1x of 5 | |
association management software for trade associations PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants software specifically suited for the workflows of trade associations. | — | buyers_guide | top rated platform options | 1x of 5 | |
best association management software for trade associations PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants AMS recommendations specifically suited for trade associations with complex membership tiers. | — | case_study | top rated platform options | 1x of 5 | |
association management software implementation timeline IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know how long it typically takes to set up and migrate to a new AMS. | — | faq_page | core features and implementation | 1x of 5 | |
what is association management software RELATED | Google ↗ AI Mode ↗ | The user wants a clear definition and overview of what an AMS does. | — | glossary/definition | features and definition overview | 1x of 5 |
Tokens & cost
What this run used on your API keys, per model and step.
| Model | What | Requests | Input tokens | Output tokens | Web searches | Est. cost |
|---|---|---|---|---|---|---|
| gemini-4-hydrogen | Real-search passes | 3 | 672 | 8,7964,601 thinking | 12 | $0.235 |
| gemini-4-hydrogen | Simulated passes | 5 | 5,095 | 9,3863,269 thinking | — | $0.078 |
| gpt-6.1-terra | Real-search passes | 3 | 68,012 | 1,920740 thinking | 23 | $0.230 |
| gpt-6.1-terra | Simulated passes | 5 | 2,945 | 6,568283 thinking | — | — |
| gemini-3.5-flash-lite | Naming clusters | 1 | 910 | 111 | — | $0.0006 |
| Total | 17 | 77,634 | 26,781 | 35 | $0.544+ unpriced | |
Billed to your own API keys. Estimated from the providers' list prices (checked 2026-11-12); output includes thinking tokens. Free tiers, caching and retries can make your bill differ. Google gives 5,000 grounded searches a month free across Gemini 3+ models. OpenAI bills the web search content it reads as input tokens.
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
GeminiOpenAIx = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-4-hydrogen · real search | 1 | — | 4 | 16.2 | 224 / 3,031 · 4 searches | |
| gemini-4-hydrogen · real search | 2 | — | 4 | 15.3 | 224 / 2,666 · 4 searches | |
| gemini-4-hydrogen · real search | 3 | — | 4 | 16.6 | 224 / 3,099 · 4 searches | |
| gemini-4-hydrogen | 1 | 12 | 12 | 9.8 | 1,019 / 1,867 | |
| gemini-4-hydrogen | 2 | 12 | 12 | 7.5 | 1,019 / 1,690 | |
| gemini-4-hydrogen | 3 | 12 | 12 | 9.0 | 1,019 / 1,842 | |
| gemini-4-hydrogen | 4 | 12 | 12 | 8.6 | 1,019 / 2,031 | |
| gemini-4-hydrogen | 5 | 12 | 12 | 9.4 | 1,019 / 1,956 | |
| gpt-6.1-terra · real search | 1 | — | 11 | 16.6 | 25,500 / 673 · 11 searches | |
| gpt-6.1-terra · real search | 2 | — | 4 | 12.7 | 21,347 / 606 · 4 searches | |
| gpt-6.1-terra · real search | 3 | — | 8 | 14.0 | 21,165 / 641 · 8 searches | |
| gpt-6.1-terra | 1 | 14 | 14 | 17.3 | 589 / 1,405 | |
| gpt-6.1-terra | 2 | 13 | 13 | 15.6 | 589 / 1,270 | |
| gpt-6.1-terra | 3 | 13 | 13 | 15.2 | 589 / 1,255 | |
| gpt-6.1-terra | 4 | 14 | 14 | 16.2 | 589 / 1,330 | |
| gpt-6.1-terra | 5 | 13 | 13 | 15.8 | 589 / 1,308 |