Fan-out runyCqKqz8wrLocompleteAI OverviewB2B software · HR and payroll software

Association management software for a state or regional trade association

Geminigemini-4-hydrogenOpenAIgpt-6.1-terra5 passes + 3 real-search162 queries25m ago
Download run
Gemini unique queries
51
3 in ≥ half the passes · stability 24%
OpenAI unique queries
59
2 in ≥ half the passes · stability 23%
Overlap between models
27%
16 shared of 59 distinct sub-queries
Gemini real searches predicted
12%
3 of 25 matched the simulation
OpenAI real searches predicted
33%
9 of 27 matched the simulation
Cost of this run
$0.856
123,755 tokens · 54 web searches · on your keys

Side by side

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

20% of distinct sub-queries were generated by both models (semantic match ≥ 0.935 cosine, EmbeddingGemma 2).
Only Gemini Both Only OpenAI
Only Gemini4
best ams for state trade associations
3xREFORMULATIONbuyers_guideGoogle ↗
how to choose association management software
3xRELATEDhow_to_stepsGoogle ↗
imis association management software reviews
2xENTITY EXPANSIONreview_roundupGoogle ↗
affordable ams for small state trade association
2xPERSONALIZEDbuyers_guideGoogle ↗
Both models2
association management software pricing for midsize organizations ↗3x
association management software pricing for small and midsize associations ↗2x
best association management software for trade associations ↗2x
best ams software for trade associations ↗3x
Only OpenAI4
association management software for state and regional trade associations
5xREFORMULATIONbuyers_guideGoogle ↗
trade association management software comparison
2xCOMPARATIVEcomparison_tableGoogle ↗
association management software pricing for trade associations
2xIMPLICITpricing_pageGoogle ↗
trade association software with advocacy and legislative tracking
2xIMPLICITbuyers_guideGoogle ↗

Fan-out diagram

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

SEED QUERY
Association management software for a state or regional trade association
51 unique queries · 5 passes
specific ams vendor updates
2 queries · 5 hits
best ams for state trade associations3xGoogle ↗
REFORMULATION
affordable ams for small state trade association2xGoogle ↗
PERSONALIZED
best ams software comparison
2 queries · 5 hits
how to choose association management software3xGoogle ↗
RELATED
best association management software for trade associations2xGoogle ↗
REFORMULATION
association software pricing
1 query · 3 hits
association management software pricing for midsize organizations3xGoogle ↗
IMPLICIT
chapter management and affiliates
1 query · 2 hits
imis association management software reviews2xGoogle ↗
ENTITY EXPANSION

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 162 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.

Gemini25 real searches · gemini-4-hydrogen12% predicted
best association management software trade associations 2025 2026 Google ↗
simulatedbest association management software for trade associations0.953
Community Brands rebrand Momentive Software AMS Google ↗
closestams software with chapter management and event registration0.860
Community Brands Momentive Software rebrand AMS Google ↗
closestams software with chapter management and event registration0.870
best association management software for trade associations 2025 2026 Google ↗
simulatedbest association management software for trade associations0.973
Novi AMS GrowthZone MemberClicks comparison trade association Google ↗
simulatedgrowthzone vs memberclicks for trade associations0.938
"MemberClicks" "MC Trade" Personify 2025 2026 Google ↗
closestmemberclicks vs fonteva for trade associations0.882
Personify MemberClicks Atlas GrowthZone trade association Google ↗
closestgrowthzone vs memberclicks for trade associations0.934
"Rhythm" AMS OR "Glue Up" OR "SilkStart" trade association Google ↗
closesttrade association crm vs ams0.887
Fonteva Impexium Rhythm Software AMS news 2025 2026 Google ↗
closestams software with chapter management and event registration0.840
"Novi AMS" OR "GrowthZone" OR "MC Trade" state regional trade association Google ↗
closestams for state trade associations0.917
"Rhythm" AMS OR "Impexium" OR "iMIS" state trade association Google ↗
closestams for state trade associations0.897
"MC Trade" MemberClicks Momentive trade association Google ↗
closestmemberclicks vs fonteva for trade associations0.912
Novi AMS trade association 2025 2026 Google ↗
closestams for state trade associations0.897
Momentive Software AMS products 2025 2026 Google ↗
closestams software with chapter management and event registration0.869
"Momentive Software" acquires "Personify" 2026 Google ↗
closestassociation management software implementation timeline0.832
"Novi AMS" "state" OR "trade association" QuickBooks Google ↗
closestams for state trade associations0.903
Impexium AMS 2025 2026 Google ↗
closestams software with chapter management and event registration0.861
"MemberClicks" Momentive Personify Google ↗
closestmemberclicks vs fonteva for trade associations0.864
"GrowthZone" "trade association" features pricing Google ↗
closestgrowthzone ams features for trade associations0.929
"Novi AMS" pricing trade association Google ↗
closesttrade association software pricing0.892
"re:Members AMS" Impexium Google ↗
closestyourmembership ams for trade associations0.883
"Glue Up" trade association AMS 2025 2026 Google ↗
closestams for state trade associations0.900
"GrowthZone" trade association features dues parent child advocacy Google ↗
closestgrowthzone ams features for trade associations0.908
"Novi AMS" "GrowthZone" trade association comparison Google ↗
closestgrowthzone vs fonteva for trade associations0.921
"Glue Up" trade association corporate membership Google ↗
closestyourmembership ams for trade associations0.900
  1. matrixgroup.net · vertexaisearch.cloud.google.com
  2. remembers.com · vertexaisearch.cloud.google.com
  3. joinit.com · vertexaisearch.cloud.google.com
  4. g2.com · vertexaisearch.cloud.google.com
  5. noviams.com · vertexaisearch.cloud.google.com
  6. noviams.com · vertexaisearch.cloud.google.com
  7. noviams.com · vertexaisearch.cloud.google.com
  8. gatherams.com · vertexaisearch.cloud.google.com
  9. growthzone.com · vertexaisearch.cloud.google.com
  10. growthzone.com · vertexaisearch.cloud.google.com
  11. anomoz.com · vertexaisearch.cloud.google.com
  12. meloraconnect.com · vertexaisearch.cloud.google.com
  13. momentivesoftware.com · vertexaisearch.cloud.google.com
  14. memberclicks.com · vertexaisearch.cloud.google.com
  15. matrixgroup.net · vertexaisearch.cloud.google.com
  16. plugroute.com · vertexaisearch.cloud.google.com
  17. memberclicks.com · vertexaisearch.cloud.google.com
  18. momentivesoftware.com · vertexaisearch.cloud.google.com
  19. raklet.com · vertexaisearch.cloud.google.com
  20. rhythmsoftware.com · vertexaisearch.cloud.google.com
  21. rhythmsoftware.com · vertexaisearch.cloud.google.com
  22. maplelms.com · vertexaisearch.cloud.google.com
  23. guideflow.com · vertexaisearch.cloud.google.com
  24. gsaehub.org · vertexaisearch.cloud.google.com
  25. amsfest.com · vertexaisearch.cloud.google.com
  26. maplelms.com · vertexaisearch.cloud.google.com
  27. joinit.com · vertexaisearch.cloud.google.com
  28. glueup.com · vertexaisearch.cloud.google.com
  29. glueup.com · vertexaisearch.cloud.google.com
  30. sourceforge.net · vertexaisearch.cloud.google.com
  31. coveyhq.com · vertexaisearch.cloud.google.com
  32. glueup.com · vertexaisearch.cloud.google.com
  33. matrixgroup.net · vertexaisearch.cloud.google.com
  34. noviams.com · vertexaisearch.cloud.google.com
  35. growthzone.com · vertexaisearch.cloud.google.com
  36. memberclicks.com · vertexaisearch.cloud.google.com
  37. growthzone.com · vertexaisearch.cloud.google.com
  38. i4a.com · vertexaisearch.cloud.google.com
  39. councilofsras.org · vertexaisearch.cloud.google.com
  40. noviams.com · vertexaisearch.cloud.google.com
  41. meloraconnect.com · vertexaisearch.cloud.google.com
  42. noviams.com · vertexaisearch.cloud.google.com
  43. momentivesoftware.com · vertexaisearch.cloud.google.com
  44. i4a.com · vertexaisearch.cloud.google.com
  45. momentivesoftware.com · vertexaisearch.cloud.google.com
  46. memberclicks.com · vertexaisearch.cloud.google.com
  47. growthzone.com · vertexaisearch.cloud.google.com
  48. coveyhq.com · vertexaisearch.cloud.google.com
  49. beacontechresearch.com · vertexaisearch.cloud.google.com
  50. associations.com · vertexaisearch.cloud.google.com
OpenAI27 real searches · gpt-6.1-terra33% predicted
association management software state trade associations members companies advocacy events pricing Google ↗
simulatedassociation management software pricing for trade associations0.955
trade association management software state regional association membership dues events advocacy software pricing Google ↗
simulatedassociation management software pricing for trade associations0.961
association management software state regional trade association memberclicks growthzone glue up dues advocacy chapters pricing Google ↗
simulatedgrowthzone association management software trade association features0.938
state trade association management software chamber trade association software pricing growthzone Google ↗
closestgrowthzone association management software trade association features0.929
association management software trade associations pricing memberclicks growthzone wild apricot glueup Google ↗
closestgrowthzone association management software trade association features0.931
trade association management software state regional associations pricing memberclicks growthzone glueup Google ↗
simulatedassociation management software for state and regional trade associations0.943
site:noviams.com association management QuickBooks company membership pricing Google ↗
closestassociation management software pricing for small and midsize associations0.907
association management software trade associations organization memberships company individuals events dues pricing nimble Google ↗
simulatedassociation management software pricing for trade associations0.936
association management software trade association company membership pricing wild apricot clubexpress Google ↗
closestassociation management software pricing for trade associations0.935
site:memberclicks.com pricing MC Trade starting annually Google ↗
closestassociation management software pricing for trade associations0.876
site:growthzone.com association software trade association membership pricing Google ↗
closestassociation management software pricing for trade associations0.928
site:memberclicks.com MC Trade trade association management software pricing Google ↗
simulatedassociation management software pricing for trade associations0.955
site:noviams.com trade associations quickbooks pricing association Google ↗
closestassociation management software pricing for trade associations0.892
site:wildapricot.com pricing organization bundle membership Google ↗
closestassociation management software pricing for small and midsize associations0.880
site:noviams.com pricing quickbooks trade associations Google ↗
closestassociation management software pricing for trade associations0.903
site:growthzone.com association management software pricing trade associations Google ↗
simulatedgrowthzone association management software trade association features0.955
site:growthzone.com trade association management software members dues events Google ↗
simulatedtrade association software for membership dues renewals and online payments0.938
site:memberleap.com association software pricing chapters organization membership Google ↗
closestassociation software member directory website and email marketing integrations0.914
site:i4a.com association management software pricing trade association Google ↗
simulatedassociation management software pricing for trade associations0.948
site:wildapricot.com pricing contacts 66 membership bundles Google ↗
closestassociation software for company memberships and multiple contacts per member0.868
site:noviams.com pricing Novi AMS quickbooks pricing Google ↗
closestassociation management software pricing for small and midsize associations0.856
site:wildapricot.com/pricing 100 contacts 2026 monthly Google ↗
closestassociation software for company memberships and multiple contacts per member0.847
site:glueup.com association management software chapters pricing Google ↗
closestassociation management software pricing for small and midsize associations0.924
site:noviams.com pricing association software quickbooks onboarding Google ↗
closestassociation management software integrations with accounting email and websites0.881
site:i4a.com pricing trade association chapter advocacy $99 Google ↗
closestassociation management software pricing for trade associations0.889
site:wildapricot.com pricing contacts membership software organization Google ↗
closestassociation software for company memberships and multiple contacts per member0.899
site:glueup.com pricing professional membership 3000 6500 Google ↗
closestassociation software for company memberships and multiple contacts per member0.854
  1. joinit.com · joinit.com
  2. memberclicks.com · memberclicks.com
  3. statwharf.com · statwharf.com
  4. joinit.com · joinit.com
  5. aimarketer.com · aimarketer.com
  6. meloraconnect.com · meloraconnect.com
  7. velotouch.com · velotouch.com
  8. associations.com · associations.com
  9. i4a.com · i4a.com
  10. softwareadvice.com · softwareadvice.com
  11. associations.com · associations.com
  12. rankite.com · rankite.com
  13. memberclicks.com · memberclicks.com
  14. ellipsispartners.com · ellipsispartners.com
  15. ashp.org · ashp.org
  16. wia.org · wia.org
  17. growthzone.com · growthzone.com
  18. memberleap.com · memberleap.com
  19. reddit.com · reddit.com
  20. en.wikipedia.org · en.wikipedia.org
  21. reddit.com · reddit.com
  22. en.wikipedia.org · en.wikipedia.org
  23. reddit.com · reddit.com
  24. techradar.com · techradar.com
  25. en.wikipedia.org · en.wikipedia.org
  26. reddit.com · reddit.com
  27. reddit.com · reddit.com
  28. en.wikipedia.org · en.wikipedia.org
  29. reddit.com · reddit.com
  30. en.wikipedia.org · en.wikipedia.org
  31. en.wikipedia.org · en.wikipedia.org
  32. reddit.com · reddit.com
  33. reddit.com · reddit.com
  34. itpro.com · itpro.com
  35. reddit.com · reddit.com
  36. theatlantic.com · theatlantic.com
  37. reddit.com · reddit.com
  38. reddit.com · reddit.com
  39. reddit.com · reddit.com
  40. growthzone.com · growthzone.com
  41. hq.noviams.com · hq.noviams.com
  42. memberleap.com · memberleap.com
  43. assets.noviams.com · assets.noviams.com
  44. growthzone.com · growthzone.com
  45. growthzone.com · growthzone.com
  46. noviams.com · noviams.com
  47. memberleap.com · memberleap.com
  48. noviams.com · noviams.com
  49. growthzone.com · growthzone.com
  50. growthzone.com · growthzone.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
specific ams vendor updatesbest ams software comparisonvendor feature and comparisoncompany membership and duesams pricing and planschapter management and affiliatesassociation software pricingadvocacy and legislative tracking
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

51 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best ams for state trade associations
REFORMULATION
Google ↗
AI Mode ↗
The searcher wants a curated list of top-rated association management software tailored to state-level trade groups.—buyers_guidespecific ams vendor updates3x
of 5
association management software pricing for midsize organizations
IMPLICIT
Google ↗
AI Mode ↗
The searcher wants to understand the typical cost structure and budget requirements for an AMS.—pricing_pageassociation software pricing3x
of 5
how to choose association management software
RELATED
Google ↗
AI Mode ↗
The searcher wants a step-by-step framework for evaluating and selecting an AMS.—how_to_stepsbest ams software comparison3x
of 5
best association management software for trade associations
REFORMULATION
Google ↗
AI Mode ↗
The searcher wants a curated list of top-rated AMS platforms suited for trade associations.—buyers_guidebest ams software comparison2x
of 5
imis association management software reviews
ENTITY EXPANSION
Google ↗
AI Mode ↗
The searcher wants to read user feedback and evaluations of iMIS, a major enterprise AMS.—review_roundupchapter management and affiliates2x
of 5
affordable ams for small state trade association
PERSONALIZED
Google ↗
AI Mode ↗
The searcher is looking for budget-friendly AMS options suitable for a smaller state trade association.—buyers_guidespecific ams vendor updates2x
of 5
ams for state trade associations
REFORMULATION
Google ↗
AI Mode ↗
The searcher is looking for association management software tailored to state-level trade organizations.—web_articlespecific ams vendor updates1x
of 5
trade association management software for regional groups
REFORMULATION
Google ↗
AI Mode ↗
The searcher is looking for software solutions specifically designed to handle regional trade association operations.—buyers_guidebest ams software comparison1x
of 5
trade association software features checklist
RELATED
Google ↗
AI Mode ↗
The user wants to know what core capabilities to look for when evaluating software for a trade association.—checklistbest ams software comparison1x
of 5
association management software for regional trade groups
REFORMULATION
Google ↗
AI Mode ↗
The searcher is looking for software solutions designed for multi-state or regional industry associations.—web_articlebest ams software comparison1x
of 5
ams software for state trade associations
REFORMULATION
Google ↗
AI Mode ↗
The searcher is looking for association management systems tailored to state-level organizations.—review_roundupspecific ams vendor updates1x
of 5
trade association software features
IMPLICIT
Google ↗
AI Mode ↗
The searcher wants to know what specific capabilities an AMS should have to support a trade association.—checklistbest ams software comparison1x
of 5
trade association software pricing
RELATED
Google ↗
AI Mode ↗
The searcher wants to understand the typical cost structure and pricing tiers for trade association software.—pricing_pageassociation software pricing1x
of 5
trade association software features advocacy event management
RELATED
Google ↗
AI Mode ↗
The searcher wants to know what specific features, such as lobbying tools and event registration, are included in trade association software.—product_spec_sheetadvocacy and legislative tracking1x
of 5
trade association software features advocacy and lobbying
RELATED
Google ↗
AI Mode ↗
The searcher wants to know which AMS platforms include built-in tools for legislative tracking and member advocacy.—web_articleadvocacy and legislative tracking1x
of 5
growthzone vs wild apricot for trade associations
COMPARATIVE
Google ↗
AI Mode ↗
The user wants to compare two popular AMS platforms to see which better fits a trade association.—comparison_tablevendor feature and comparison1x
of 5
association management software pricing
IMPLICIT
Google ↗
AI Mode ↗
The searcher wants to understand the typical cost structure and budget requirements for an AMS.—pricing_pageassociation software pricing1x
of 5
features needed in trade association management software
RELATED
Google ↗
AI Mode ↗
The searcher wants a list of essential capabilities to look for when evaluating an AMS.—checklistbest ams software comparison1x
of 5
how to manage member dues and renewals for a trade association
IMPLICIT
Google ↗
AI Mode ↗
The searcher wants to learn best practices and workflows for automating membership billing and renewals.—how_to_stepscompany membership and dues1x
of 5
how to manage lobbying and advocacy in association software
IMPLICIT
Google ↗
AI Mode ↗
The searcher wants to know how AMS platforms handle legislative tracking and member advocacy campaigns.—how_to_stepsadvocacy and legislative tracking1x
of 5
growthzone vs memberclicks for trade associations
COMPARATIVE
Google ↗
AI Mode ↗
The searcher wants to compare two popular mid-market AMS platforms to see which fits a trade association better.—comparison_tablevendor feature and comparison1x
of 5
ams software for regional trade association with chapter management
PERSONALIZED
Google ↗
AI Mode ↗
The user wants software that specifically supports multi-chapter or regional organizational structures.—product_spec_sheetchapter management and affiliates1x
of 5
state trade association software requirements checklist
IMPLICIT
Google ↗
AI Mode ↗
The searcher wants a structured list of criteria to evaluate before purchasing an AMS.—checklistbest ams software comparison1x
of 5
association management software with pac and legislative tracking
IMPLICIT
Google ↗
AI Mode ↗
The searcher is looking for AMS solutions that include built-in Political Action Committee and legislative tracking tools.—product_spec_sheetadvocacy and legislative tracking1x
of 5
top ams platforms for regional associations
ENTITY EXPANSION
Google ↗
AI Mode ↗
The searcher wants to discover specific software brands that serve regional membership organizations.—review_roundupspecific ams vendor updates1x
of 5
ams software with chapter management and event registration
IMPLICIT
Google ↗
AI Mode ↗
The searcher needs software that can handle multi-tier regional chapters and annual conferences.—product_spec_sheetchapter management and affiliates1x
of 5
association management software with lobbying and advocacy tools
PERSONALIZED
Google ↗
AI Mode ↗
The searcher needs an AMS that includes built-in government relations and advocacy tracking.—product_spec_sheetadvocacy and legislative tracking1x
of 5
memberclicks vs wild apricot vs yourmembership for trade associations
COMPARATIVE
Google ↗
AI Mode ↗
The searcher wants to compare three popular mid-market AMS platforms side-by-side.—comparison_tablevendor feature and comparison1x
of 5
memberclicks vs wild apricot for trade associations
COMPARATIVE
Google ↗
AI Mode ↗
The searcher wants to compare two popular mid-market AMS platforms for trade association use cases.—comparison_tablevendor feature and comparison1x
of 5
memberclicks vs wild apricot vs growthzone for trade associations
COMPARATIVE
Google ↗
AI Mode ↗
The searcher wants to compare leading AMS vendors side-by-side to see which fits a trade association best.—comparison_tablevendor feature and comparison1x
of 5
top association management software comparison
COMPARATIVE
Google ↗
AI Mode ↗
The searcher wants an objective overview comparing the leading AMS platforms on the market.—comparison_tablebest ams software comparison1x
of 5
trade association crm with advocacy and lobbying tools
IMPLICIT
Google ↗
AI Mode ↗
The user wants to find software that includes legislative tracking and member advocacy features.—web_articleadvocacy and legislative tracking1x
of 5
top rated association management software reviews
COMPARATIVE
Google ↗
AI Mode ↗
The searcher wants to read user feedback and ratings for the highest-performing AMS platforms.—review_roundupbest ams software comparison1x
of 5
imis vs fonteva for regional trade associations
COMPARATIVE
Google ↗
AI Mode ↗
The searcher wants to evaluate two enterprise-grade AMS platforms for a larger regional trade association.—comparison_tablespecific ams vendor updates1x
of 5
growthzone ams features for trade associations
ENTITY EXPANSION
Google ↗
AI Mode ↗
The searcher wants to explore the specific capabilities of GrowthZone for trade associations.—product_spec_sheetvendor feature and comparison1x
of 5
growthzone association management software reviews
ENTITY EXPANSION
Google ↗
AI Mode ↗
The searcher wants to read user reviews and assessments of GrowthZone as a trade association AMS.—review_roundupcompany membership and dues1x
of 5
trade association crm vs ams
COMPARATIVE
Google ↗
AI Mode ↗
The searcher wants to understand the difference between a standard CRM and a dedicated AMS.—glossary/definitionspecific ams vendor updates1x
of 5
growthzone vs fonteva for trade associations
ENTITY EXPANSION
Google ↗
AI Mode ↗
The searcher wants to compare two specific AMS platforms known for serving trade and professional associations.—comparison_tablevendor feature and comparison1x
of 5
memberclicks vs fonteva for trade associations
COMPARATIVE
Google ↗
AI Mode ↗
The user wants to compare another pair of prominent AMS platforms suited for trade groups.—comparison_tablevendor feature and comparison1x
of 5
imis vs fonteva for state associations
ENTITY EXPANSION
Google ↗
AI Mode ↗
The searcher is comparing enterprise-grade AMS solutions suitable for larger state trade associations.—comparison_tablespecific ams vendor updates1x
of 5
imis association management software for state associations
ENTITY EXPANSION
Google ↗
AI Mode ↗
The searcher wants to see how iMIS supports larger or more complex state-level associations.—case_studychapter management and affiliates1x
of 5
yourmembership ams features and pricing
ENTITY EXPANSION
Google ↗
AI Mode ↗
The user wants specific details on the capabilities and cost of the YourMembership platform.—pricing_pageams pricing and plans1x
of 5
yourmembership ams for trade associations
ENTITY EXPANSION
Google ↗
AI Mode ↗
The searcher wants to learn about YourMembership's capabilities for managing a trade association.—web_articlespecific ams vendor updates1x
of 5
ams for state trade association with 500 members
PERSONALIZED
Google ↗
AI Mode ↗
The searcher wants recommendations tailored to a specific organizational size and member count.—forum/qnaspecific ams vendor updates1x
of 5
association management software implementation timeline
RELATED
Google ↗
AI Mode ↗
The searcher wants to know how long it takes to deploy and migrate data to a new AMS.—faq_pagecompany membership and dues1x
of 5
software for managing state trade association members and events
REFORMULATION
Google ↗
AI Mode ↗
The user wants a solution focused on core membership databases and event registration.—web_articlechapter management and affiliates1x
of 5
case study state trade association ams migration
PERSONALIZED
Google ↗
AI Mode ↗
The searcher wants real-world examples of how a similar state trade association successfully transitioned to a new AMS.—case_studyspecific ams vendor updates1x
of 5
trade association software implementation checklist
PERSONALIZED
Google ↗
AI Mode ↗
The searcher wants a practical list of tasks required to successfully migrate to a new AMS.—checklistbest ams software comparison1x
of 5
association management software with pac and lobbying tracking
PERSONALIZED
Google ↗
AI Mode ↗
The searcher needs an AMS that specifically includes political action committee and legislative tracking tools.—faq_pageadvocacy and legislative tracking1x
of 5
association management software for 500 member trade group
PERSONALIZED
Google ↗
AI Mode ↗
The user wants software recommendations scaled to a typical state or regional association size.—faq_pagebest ams software comparison1x
of 5
association management software for regional trade association with chapters
PERSONALIZED
Google ↗
AI Mode ↗
The searcher needs an AMS that supports multi-chapter structures and regional hierarchy.—case_studychapter management and affiliates1x
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 passes368116,70810,059 thinking27$0.504
gemini-4-hydrogenSimulated passes55,1259,7733,358 thinking—$0.081
gpt-6.1-terraReal-search passes377,8622,355723 thinking27$0.270
gpt-6.1-terraSimulated passes52,9757,028296 thinking——
gemini-3.5-flash-liteNaming clusters11,017231—$0.0009
Total1787,66036,09554$0.856+ 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.

0305912345
GeminiOpenAIx = pass, y = cumulative unique queries
ModelPassTargetGeneratedSecondsTokens (in / out)Notes
gemini-4-hydrogen · real search1—1039.1227 / 5,402 · 10 searches
gemini-4-hydrogen · real search2—736.7227 / 5,437 · 7 searches
gemini-4-hydrogen · real search3—1036.2227 / 5,869 · 10 searches
gemini-4-hydrogen1121210.01,025 / 1,953
gemini-4-hydrogen212129.51,025 / 2,023
gemini-4-hydrogen3121210.51,025 / 2,264
gemini-4-hydrogen412128.61,025 / 1,730
gemini-4-hydrogen512128.71,025 / 1,803
gpt-6.1-terra · real search1—615.320,939 / 721 · 6 searches
gpt-6.1-terra · real search2—1021.727,267 / 767 · 10 searches
gpt-6.1-terra · real search3—1119.729,656 / 867 · 11 searches
gpt-6.1-terra1141417.4595 / 1,446
gpt-6.1-terra2131316.0595 / 1,334
gpt-6.1-terra3141418.1595 / 1,382
gpt-6.1-terra4141417.4595 / 1,452
gpt-6.1-terra5141417.0595 / 1,414