queryfanout.com
Fan-out run8mAEKWNZ1CMcompleteAI Overview

what is the best association management software

Geminigemini-4-hydrogenOpenAIgpt-6.1-terra5 passes + 3 real-search108 queries41m ago
Run againSearch the index
Download run
Gemini unique queries
38
7 in ≥ half the passes · stability 32%
OpenAI unique queries
42
7 in ≥ half the passes · stability 32%
Overlap between models
36%
12 shared of 33 distinct sub-queries
Gemini real searches predicted
36%
4 of 11 matched the simulation
OpenAI real searches predicted
41%
7 of 17 matched the simulation
Cost of this run
$0.505
91,887 tokens · 30 web searches · on your keys

Side by side

The same idea worded differently counts as shared. Matching uses EmbeddingGemma 2 similarity.

50% of distinct sub-queries were generated by both models (semantic match ≥ 0.935 cosine, EmbeddingGemma 2).
Only Gemini Both Only OpenAI
Only Gemini2
wild apricot vs memberclicks
5xCOMPARATIVEcomparison_tableGoogle ↗
best ams for trade associations
2xPERSONALIZEDbuyers_guideGoogle ↗
Both models6
best association management software for small nonprofits ↗5x
best association management software for small associations ↗5x
best affordable association management software for nonprofits ↗2x
top association management software platforms ↗4x
association management software comparison ↗2x
top association management systems compared ↗4x
association management software vs membership management software ↗4x
how to choose association management software ↗4x
how to choose association management software ↗4x
best ams software for associations ↗3x
best association management software ↗4x
best association management software for large professional associations ↗3x
association management software pricing ↗3x
association management software pricing and costs ↗3x
key features of association management software ↗3x
essential features of association management software ↗2x
Only OpenAI4
imis vs yourmembership association management system
2xENTITY EXPANSIONcomparison_tableGoogle ↗
association management software with membership dues and event registration
2xIMPLICITcomparison_tableGoogle ↗
association management software with membership renewals and event registration
2xIMPLICITreview_roundupGoogle ↗
association management software user reviews pros and cons
2xRELATEDreview_roundupGoogle ↗

Fan-out diagram

Seed → topic clusters → sub-queries, per model.

SEED QUERY
what is the best association management software
38 unique queries · 5 passes
top software platforms and pricing
8 queries · 26 hits
best association management software for small nonprofits5xGoogle ↗
PERSONALIZEDComparison
top association management software platforms4xGoogle ↗
REFORMULATIONComparison
how to choose association management software4xGoogle ↗
IMPLICITComparison
best ams software for associations3xGoogle ↗
REFORMULATIONComparison
association management software pricing3xGoogle ↗
RELATEDComparison
key features of association management software3xGoogle ↗
RELATEDComparison
association management software comparison2xGoogle ↗
COMPARATIVEComparison
best ams for trade associations2xGoogle ↗
PERSONALIZEDComparison
software comparisons and reviews
1 query · 5 hits
wild apricot vs memberclicks5xGoogle ↗
COMPARATIVEComparison

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.

Gemini simulated (38)OpenAI simulated (42)Gemini real searches (11)OpenAI real searches (17)
Short factOther / navigational3%18%59%Comparison71%86%64%41%ConsequenceReason24%14%18%DefinitionInstruction3%Yes / no

Classes come from the query-classifier (a local Laya model). 55 of 108 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

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.

Gemini11 real searches · gemini-4-hydrogen36% predicted
best association management software 2026 Google ↗
simulatedtop association management software 20250.973
top AMS software reviews 2025 2026 Google ↗
closestbest ams software for associations0.896
top association management software reviews Google ↗
simulatedtop association management software platforms0.964
top association management software AMS reviews Google ↗
simulatedbest ams software for associations0.964
"MemberClicks" "Wild Apricot" "Glue Up" pricing features 2026 Google ↗
closestwild apricot vs memberclicks0.902
best enterprise association management software iMIS Fonteva Nimble Google ↗
simulatedbest enterprise association management software0.952
"Novi AMS" "MemberClicks" "WildApricot" "GrowthZone" 2026 Google ↗
closestwild apricot vs memberclicks0.881
"iMIS" "Fonteva" "Novi AMS" "GrowthZone" comparison Google ↗
closestfonteva vs nimbus ams comparison0.916
"iMIS" "Fonteva" "Nimble AMS" 2026 review Google ↗
closestfonteva vs nimbus ams comparison0.892
WildApricot vs GrowthZone vs MemberClicks 2026 Google ↗
closestwild apricot vs memberclicks0.931
Novi AMS vs Glue Up 2026 review Google ↗
closestfonteva vs nimbus ams comparison0.866
  1. tradewing.com · vertexaisearch.cloud.google.com
  2. devopsschool.com · vertexaisearch.cloud.google.com
  3. i4a.com · vertexaisearch.cloud.google.com
  4. coveyhq.com · vertexaisearch.cloud.google.com
  5. joinit.com · vertexaisearch.cloud.google.com
  6. rfp.wiki · vertexaisearch.cloud.google.com
  7. pelcro.com · vertexaisearch.cloud.google.com
  8. joinit.com · vertexaisearch.cloud.google.com
  9. youtube.com · vertexaisearch.cloud.google.com
  10. glueup.com · vertexaisearch.cloud.google.com
  11. remembers.com · vertexaisearch.cloud.google.com
  12. imis.com · vertexaisearch.cloud.google.com
  13. imis.com · vertexaisearch.cloud.google.com
  14. doublethedonation.com · vertexaisearch.cloud.google.com
  15. fonteva.com · vertexaisearch.cloud.google.com
  16. outseta.com · vertexaisearch.cloud.google.com
  17. protechassociates.com · vertexaisearch.cloud.google.com
  18. youtube.com · vertexaisearch.cloud.google.com
  19. silvercreekam.com · vertexaisearch.cloud.google.com
  20. albato.com · vertexaisearch.cloud.google.com
  21. youtube.com · vertexaisearch.cloud.google.com
  22. pelcro.com · vertexaisearch.cloud.google.com
  23. converve.com · vertexaisearch.cloud.google.com
  24. meloraconnect.com · vertexaisearch.cloud.google.com
  25. rankite.com · vertexaisearch.cloud.google.com
  26. capterra.com · vertexaisearch.cloud.google.com
  27. joinit.com · vertexaisearch.cloud.google.com
  28. growthzone.com · vertexaisearch.cloud.google.com
  29. tradewing.com · vertexaisearch.cloud.google.com
  30. i4a.com · vertexaisearch.cloud.google.com
  31. g2.com · vertexaisearch.cloud.google.com
  32. gocadmium.com · vertexaisearch.cloud.google.com
  33. g2.com · vertexaisearch.cloud.google.com
  34. associations.co.uk · vertexaisearch.cloud.google.com
  35. raklet.com · vertexaisearch.cloud.google.com
  36. silvercreekam.com · vertexaisearch.cloud.google.com
  37. albato.com · vertexaisearch.cloud.google.com
  38. outseta.com · vertexaisearch.cloud.google.com
  39. converve.com · vertexaisearch.cloud.google.com
  40. tradewing.com · vertexaisearch.cloud.google.com
  41. guideflow.com · vertexaisearch.cloud.google.com
  42. i4a.com · vertexaisearch.cloud.google.com
  43. esoftplanner.com · vertexaisearch.cloud.google.com
  44. crewcade.com · vertexaisearch.cloud.google.com
  45. joinit.com · vertexaisearch.cloud.google.com
  46. wildapricot.com · vertexaisearch.cloud.google.com
  47. joinit.com · vertexaisearch.cloud.google.com
  48. outseta.com · vertexaisearch.cloud.google.com
  49. group.app · vertexaisearch.cloud.google.com
  50. pelcro.com · vertexaisearch.cloud.google.com
OpenAI17 real searches · gpt-6.1-terra41% predicted
best association management software 2026 membership associations reviews WildApricot Glue Up YourMembership Google ↗
simulatedwildapricot association management software reviews and features0.941
best association management software 2026 associations review WildApricot YourMembership glue up Google ↗
simulatedwildapricot association management software reviews and features0.941
best association management software 2026 small association membership management wild apricot growthzone Google ↗
simulatedwild apricot vs memberclicks association management software0.943
association management software pricing 2026 WildApricot GrowthZone MemberClicks Nimble AMS Google ↗
closestwildapricot vs memberclicks association management software0.930
site:memberclicks.com association management software pricing membership 2026 Google ↗
closestassociation management software pricing and fees0.934
association management software best 2026 nonprofits enterprise iMIS memberclicks Google ↗
simulatedbest association management software for nonprofits0.946
best association management software g2 2026 association management Google ↗
simulatedbest association management software0.957
site:wildapricot.com pricing membership software 2026 Google ↗
closestwildapricot association management software reviews and features0.899
WildApricot pricing association membership management 2026 Glue Up pricing Google ↗
closestwild apricot vs memberclicks vs glue up0.897
site:glueup.com pricing professional $3000 association management Google ↗
closestassociation management software pricing and fees0.900
site:softwareadvice.com association management software 2026 best Google ↗
simulatedbest association management software0.951
site:noviams.com QuickBooks online integration pricing association AMS Google ↗
closestassociation management software integrations with accounting and email0.867
site:wildapricot.com pricing 100 contacts $66 monthly Google ↗
closestwildapricot vs memberclicks association management software0.852
site:noviams.com pricing quickbooks online AMS starting monthly Google ↗
closestbest affordable membership management software for nonprofits0.837
site:imis.com association management software larger organizations membership Google ↗
simulatedbest association management software for membership organizations0.940
site:glueup.com pricing 3000 association membership Google ↗
closestassociation management software with membership dues and event registration0.883
site:memberclicks.com association software member management committees dues Google ↗
closestassociation management software with events dues and member portal0.934
  1. softwareadvice.com · softwareadvice.com
  2. joinit.com · joinit.com
  3. capterra.com · capterra.com
  4. capterra.com · capterra.com
  5. statwharf.com · statwharf.com
  6. rankite.com · rankite.com
  7. associations.com · associations.com
  8. mysaasjourney.com · mysaasjourney.com
  9. gaugius.com · gaugius.com
  10. itechguides.com · itechguides.com
  11. fullroster.co · fullroster.co
  12. softwareconnect.com · softwareconnect.com
  13. cdn.featuredcustomers.com · cdn.featuredcustomers.com
  14. growthzone.com · growthzone.com
  15. memberclicks.com · memberclicks.com
  16. memberboat.com.au · memberboat.com.au
  17. ellipsispartners.com · ellipsispartners.com
  18. amcinstitute.org · amcinstitute.org
  19. reddit.com · reddit.com
  20. reddit.com · reddit.com
  21. reddit.com · reddit.com
  22. reddit.com · reddit.com
  23. reddit.com · reddit.com
  24. reddit.com · reddit.com
  25. reddit.com · reddit.com
  26. reddit.com · reddit.com
  27. reddit.com · reddit.com
  28. reddit.com · reddit.com
  29. en.wikipedia.org · en.wikipedia.org
  30. reddit.com · reddit.com
  31. reddit.com · reddit.com
  32. en.wikipedia.org · en.wikipedia.org
  33. en.wikipedia.org · en.wikipedia.org
  34. get.memberclicks.com · get.memberclicks.com
  35. glueup.com · glueup.com
  36. memberclicks.com · memberclicks.com
  37. memberclicks.com · memberclicks.com
  38. memberclicks.com · memberclicks.com
  39. memberclicks.com · memberclicks.com
  40. wildapricot.com · wildapricot.com
  41. memberclicks.com · memberclicks.com
  42. memberclicks.com · memberclicks.com
  43. memberclicks.com · memberclicks.com
  44. app.glueup.com · app.glueup.com
  45. memberclicks.com · memberclicks.com
  46. help.memberclicks.com · help.memberclicks.com
  47. memberclicks.com · memberclicks.com
  48. wildapricot.com · wildapricot.com
  49. memberclicks.com · memberclicks.com
  50. help.noviams.com · help.noviams.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
top software platforms and pricingsoftware comparisons and reviews
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

38 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
wild apricot vs memberclicks
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare two popular association management software providers side by side.Comparisoncomparison_tablesoftware comparisons and reviews5x
of 5
best association management software for small nonprofits
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants software recommendations tailored to smaller organizations with limited budgets and staff.Comparisonbuyers_guidetop software platforms and pricing5x
of 5
top association management software platforms
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants a curated list of the highest-rated association management software options currently available.Comparisonreview_rounduptop software platforms and pricing4x
of 5
how to choose association management software
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants a framework or criteria for selecting the right association management software for their organization.Comparisonhow_to_stepstop software platforms and pricing4x
of 5
best ams software for associations
REFORMULATION
Google ↗
AI Mode ↗		The searcher is looking for recommendations on association management systems using the common industry acronym AMS.Comparisonbuyers_guidetop software platforms and pricing3x
of 5
association management software pricing
RELATED
Google ↗
AI Mode ↗		The searcher wants to understand the typical cost structure and pricing tiers for association management software.Comparisonpricing_pagetop software platforms and pricing3x
of 5
key features of association management software
RELATED
Google ↗
AI Mode ↗		The searcher wants to learn what core functionalities an association management system should include.Comparisonchecklisttop software platforms and pricing3x
of 5
association management software comparison
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants an objective overview comparing multiple association management tools across standard criteria.Comparisoncomparison_tabletop software platforms and pricing2x
of 5
best ams for trade associations
PERSONALIZED
Google ↗
AI Mode ↗		The user wants software specifically suited for the complex needs of a trade association.Comparisonbuyers_guidetop software platforms and pricing2x
of 5
top association management software 2025
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants an up-to-date list of the highest-rated association management software platforms.Comparisonreview_rounduptop software platforms and pricing1x
of 5
best ams software for nonprofits and associations
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants to find the best association management systems using the common industry acronym AMS.Comparisonreview_rounduptop software platforms and pricing1x
of 5
association management software features list
RELATED
Google ↗
AI Mode ↗		The user wants to know what core capabilities and tools are included in a typical association management system.Comparisonchecklisttop software platforms and pricing1x
of 5
fonteva vs yourmembership
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to see how two enterprise-leaning association management systems stack up against each other.Comparisoncomparison_tablesoftware comparisons and reviews1x
of 5
how much does association management software cost
RELATED
Google ↗
AI Mode ↗		The user wants to understand the typical pricing models and budget requirements for association management software.Reasonpricing_pagetop software platforms and pricing1x
of 5
what does association management software do
IMPLICIT
Google ↗
AI Mode ↗		The user wants a clear explanation of the purpose and primary functions of association management software.Reasonglossary/definitiontop software platforms and pricing1x
of 5
yourmembership association management software reviews
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to read user feedback and ratings for a specific leading association management platform.Reasonreview_rounduptop software platforms and pricing1x
of 5
wild apricot association management features
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to know the specific capabilities and tools offered by Wild Apricot.Reasonproduct_spec_sheetsoftware comparisons and reviews1x
of 5
growthzone pricing and reviews
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to understand the cost and user satisfaction of GrowthZone.Reasonpricing_pagesoftware comparisons and reviews1x
of 5
fonteva association management features
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to know the specific capabilities and modules offered by Fonteva.Comparisonproduct_spec_sheettop software platforms and pricing1x
of 5
what is association management software used for
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants a foundational definition and explanation of the problems an AMS solves.Reasonglossary/definitiontop software platforms and pricing1x
of 5
enterprise association management software for trade associations
PERSONALIZED
Google ↗
AI Mode ↗		The searcher is looking for robust AMS solutions suited for large trade associations.Comparisonweb_articletop software platforms and pricing1x
of 5
fonteva vs nimbus ams comparison
COMPARATIVE
Google ↗
AI Mode ↗		The user wants to evaluate enterprise-level association management systems built on Salesforce.Comparisoncomparison_tablesoftware comparisons and reviews1x
of 5
what is association management software
IMPLICIT
Google ↗
AI Mode ↗		The user wants a basic definition and overview of what an AMS actually does.Other / navigationalglossary/definitiontop software platforms and pricing1x
of 5
fonteva vs yourmembership ams
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare mid-to-enterprise level association management systems.Comparisoncomparison_tablesoftware comparisons and reviews1x
of 5
association management software reviews reddit
REFORMULATION
Google ↗
AI Mode ↗		The user wants unfiltered, real-world user opinions and experiences with different AMS platforms.Reasonforum/qnatop software platforms and pricing1x
of 5
wild apricot association management software review
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants detailed pros, cons, and user feedback on a specific market-leading AMS.Reasonreview_roundupsoftware comparisons and reviews1x
of 5
association management software pricing comparison
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to know how much different association management platforms cost.Comparisonpricing_pagetop software platforms and pricing1x
of 5
association management software implementation guide
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to understand what is involved in deploying and migrating data to a new AMS.Instructionhow_to_stepstop software platforms and pricing1x
of 5
key features to look for in association management software
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to know what criteria they should use to evaluate AMS platforms.Comparisonchecklisttop software platforms and pricing1x
of 5
cloud based association management software
ENTITY EXPANSION
Google ↗
AI Mode ↗		The user wants to find modern, web-based association management platforms that do not require on-premise hosting.Comparisonweb_articletop software platforms and pricing1x
of 5
yourmembership ams features and specs
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants specific technical details and capabilities of the YourMembership platform.Reasonproduct_spec_sheetsoftware comparisons and reviews1x
of 5
memberpress vs wild apricot
ENTITY EXPANSION
Google ↗
AI Mode ↗		The user wants to compare a WordPress-based plugin against a standalone cloud AMS.Comparisonweb_articlesoftware comparisons and reviews1x
of 5
best membership management software
RELATED
Google ↗
AI Mode ↗		The searcher is exploring broader membership management tools that may overlap with AMS.Comparisonreview_rounduptop software platforms and pricing1x
of 5
association management software pros and cons
RELATED
Google ↗
AI Mode ↗		The searcher wants candid feedback on the strengths and weaknesses of using an AMS.Comparisonforum/qnatop software platforms and pricing1x
of 5
easy to use association management software for volunteers
PERSONALIZED
Google ↗
AI Mode ↗		The user wants software recommendations that require minimal technical training for volunteer-run organizations.Comparisonforum/qnatop software platforms and pricing1x
of 5
enterprise association management software for large trade associations
PERSONALIZED
Google ↗
AI Mode ↗		The searcher is looking for scalable, robust AMS solutions designed for large, complex trade associations.Comparisonbuyers_guidetop software platforms and pricing1x
of 5
free open source association management software
RELATED
Google ↗
AI Mode ↗		The user wants to know if there are viable zero-cost or open-source alternatives to paid AMS.Comparisonreview_rounduptop software platforms and pricing1x
of 5
best enterprise association management software
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants AMS solutions built for large associations with complex membership structures and high data volume.Comparisoncase_studytop software platforms and pricing1x
of 5

Tokens & cost

What this run used on your API keys, per model and step.

ModelWhatRequestsInput tokensOutput tokensWeb searchesEst. cost
gemini-4-hydrogenReal-search passes367210,3315,656 thinking13$0.260
gemini-4-hydrogenSimulated passes55,0958,9102,270 thinking—$0.074
gpt-6.1-terraReal-search passes355,3191,694538 thinking17$0.170
gpt-6.1-terraSimulated passes52,9456,572256 thinking——
gemini-3.5-flash-liteNaming clusters131831—$0.0002
Total1764,34927,53830$0.505+ 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.

0214212345
GeminiOpenAIx = pass, y = cumulative unique queries
ModelPassTargetGeneratedSecondsTokens (in / out)Notes
gemini-4-hydrogen · real search1—521.2224 / 3,036 · 5 searches
gemini-4-hydrogen · real search2—422.2224 / 3,680 · 4 searches
gemini-4-hydrogen · real search3—423.7224 / 3,615 · 4 searches
gemini-4-hydrogen1121212.81,019 / 2,064
gemini-4-hydrogen2121210.61,019 / 1,490
gemini-4-hydrogen3121214.41,019 / 2,172
gemini-4-hydrogen4121210.91,019 / 1,516
gemini-4-hydrogen5121211.01,019 / 1,668
gpt-6.1-terra · real search1—814.621,176 / 583 · 8 searches
gpt-6.1-terra · real search2—618.421,198 / 623 · 6 searches
gpt-6.1-terra · real search3—312.512,945 / 488 · 3 searches
gpt-6.1-terra1141417.8589 / 1,345
gpt-6.1-terra2141417.6589 / 1,301
gpt-6.1-terra3141417.7589 / 1,323
gpt-6.1-terra4131317.3589 / 1,291
gpt-6.1-terra5131317.5589 / 1,312