Association management software for a state or regional trade association
Side by side
The same idea worded differently counts as shared. Matching uses EmbeddingGemma 2 similarity.
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
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.
- matrixgroup.net · vertexaisearch.cloud.google.com
- remembers.com · vertexaisearch.cloud.google.com
- joinit.com · vertexaisearch.cloud.google.com
- g2.com · vertexaisearch.cloud.google.com
- noviams.com · vertexaisearch.cloud.google.com
- noviams.com · vertexaisearch.cloud.google.com
- noviams.com · vertexaisearch.cloud.google.com
- gatherams.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- anomoz.com · vertexaisearch.cloud.google.com
- meloraconnect.com · vertexaisearch.cloud.google.com
- momentivesoftware.com · vertexaisearch.cloud.google.com
- memberclicks.com · vertexaisearch.cloud.google.com
- matrixgroup.net · vertexaisearch.cloud.google.com
- plugroute.com · vertexaisearch.cloud.google.com
- memberclicks.com · vertexaisearch.cloud.google.com
- momentivesoftware.com · vertexaisearch.cloud.google.com
- raklet.com · vertexaisearch.cloud.google.com
- rhythmsoftware.com · vertexaisearch.cloud.google.com
- rhythmsoftware.com · vertexaisearch.cloud.google.com
- maplelms.com · vertexaisearch.cloud.google.com
- guideflow.com · vertexaisearch.cloud.google.com
- gsaehub.org · vertexaisearch.cloud.google.com
- amsfest.com · vertexaisearch.cloud.google.com
- maplelms.com · vertexaisearch.cloud.google.com
- joinit.com · vertexaisearch.cloud.google.com
- glueup.com · vertexaisearch.cloud.google.com
- glueup.com · vertexaisearch.cloud.google.com
- sourceforge.net · vertexaisearch.cloud.google.com
- coveyhq.com · vertexaisearch.cloud.google.com
- glueup.com · vertexaisearch.cloud.google.com
- matrixgroup.net · vertexaisearch.cloud.google.com
- noviams.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- memberclicks.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- councilofsras.org · vertexaisearch.cloud.google.com
- noviams.com · vertexaisearch.cloud.google.com
- meloraconnect.com · vertexaisearch.cloud.google.com
- noviams.com · vertexaisearch.cloud.google.com
- momentivesoftware.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- momentivesoftware.com · vertexaisearch.cloud.google.com
- memberclicks.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- coveyhq.com · vertexaisearch.cloud.google.com
- beacontechresearch.com · vertexaisearch.cloud.google.com
- associations.com · vertexaisearch.cloud.google.com
- joinit.com · joinit.com
- memberclicks.com · memberclicks.com
- statwharf.com · statwharf.com
- joinit.com · joinit.com
- aimarketer.com · aimarketer.com
- meloraconnect.com · meloraconnect.com
- velotouch.com · velotouch.com
- associations.com · associations.com
- i4a.com · i4a.com
- softwareadvice.com · softwareadvice.com
- associations.com · associations.com
- rankite.com · rankite.com
- memberclicks.com · memberclicks.com
- ellipsispartners.com · ellipsispartners.com
- ashp.org · ashp.org
- wia.org · wia.org
- growthzone.com · growthzone.com
- memberleap.com · memberleap.com
- reddit.com · reddit.com
- en.wikipedia.org · en.wikipedia.org
- reddit.com · reddit.com
- en.wikipedia.org · en.wikipedia.org
- reddit.com · reddit.com
- techradar.com · techradar.com
- en.wikipedia.org · en.wikipedia.org
- reddit.com · reddit.com
- reddit.com · reddit.com
- en.wikipedia.org · en.wikipedia.org
- reddit.com · reddit.com
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- reddit.com · reddit.com
- reddit.com · reddit.com
- itpro.com · itpro.com
- reddit.com · reddit.com
- theatlantic.com · theatlantic.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- growthzone.com · growthzone.com
- hq.noviams.com · hq.noviams.com
- memberleap.com · memberleap.com
- assets.noviams.com · assets.noviams.com
- growthzone.com · growthzone.com
- growthzone.com · growthzone.com
- noviams.com · noviams.com
- memberleap.com · memberleap.com
- noviams.com · noviams.com
- growthzone.com · growthzone.com
- 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.
Queries
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | 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_guide | specific ams vendor updates | 3x 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_page | association software pricing | 3x 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_steps | best ams software comparison | 3x 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_guide | best ams software comparison | 2x 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_roundup | chapter management and affiliates | 2x 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_guide | specific ams vendor updates | 2x 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_article | specific ams vendor updates | 1x 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_guide | best ams software comparison | 1x 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. | — | checklist | best ams software comparison | 1x 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_article | best ams software comparison | 1x 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_roundup | specific ams vendor updates | 1x 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. | — | checklist | best ams software comparison | 1x 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_page | association software pricing | 1x 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_sheet | advocacy and legislative tracking | 1x 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_article | advocacy and legislative tracking | 1x 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_table | vendor feature and comparison | 1x 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_page | association software pricing | 1x 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. | — | checklist | best ams software comparison | 1x 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_steps | company membership and dues | 1x 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_steps | advocacy and legislative tracking | 1x 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_table | vendor feature and comparison | 1x 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_sheet | chapter management and affiliates | 1x 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. | — | checklist | best ams software comparison | 1x 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_sheet | advocacy and legislative tracking | 1x 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_roundup | specific ams vendor updates | 1x 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_sheet | chapter management and affiliates | 1x 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_sheet | advocacy and legislative tracking | 1x 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_table | vendor feature and comparison | 1x 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_table | vendor feature and comparison | 1x 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_table | vendor feature and comparison | 1x 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_table | best ams software comparison | 1x 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_article | advocacy and legislative tracking | 1x 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_roundup | best ams software comparison | 1x 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_table | specific ams vendor updates | 1x 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_sheet | vendor feature and comparison | 1x 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_roundup | company membership and dues | 1x 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/definition | specific ams vendor updates | 1x 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_table | vendor feature and comparison | 1x 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_table | vendor feature and comparison | 1x 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_table | specific ams vendor updates | 1x 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_study | chapter management and affiliates | 1x 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_page | ams pricing and plans | 1x 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_article | specific ams vendor updates | 1x 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/qna | specific ams vendor updates | 1x 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_page | company membership and dues | 1x 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_article | chapter management and affiliates | 1x 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_study | specific ams vendor updates | 1x 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. | — | checklist | best ams software comparison | 1x 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_page | advocacy and legislative tracking | 1x 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_page | best ams software comparison | 1x 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_study | chapter management and affiliates | 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 | 681 | 16,70810,059 thinking | 27 | $0.504 |
| gemini-4-hydrogen | Simulated passes | 5 | 5,125 | 9,7733,358 thinking | — | $0.081 |
| gpt-6.1-terra | Real-search passes | 3 | 77,862 | 2,355723 thinking | 27 | $0.270 |
| gpt-6.1-terra | Simulated passes | 5 | 2,975 | 7,028296 thinking | — | — |
| gemini-3.5-flash-lite | Naming clusters | 1 | 1,017 | 231 | — | $0.0009 |
| Total | 17 | 87,660 | 36,095 | 54 | $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.
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-4-hydrogen · real search | 1 | — | 10 | 39.1 | 227 / 5,402 · 10 searches | |
| gemini-4-hydrogen · real search | 2 | — | 7 | 36.7 | 227 / 5,437 · 7 searches | |
| gemini-4-hydrogen · real search | 3 | — | 10 | 36.2 | 227 / 5,869 · 10 searches | |
| gemini-4-hydrogen | 1 | 12 | 12 | 10.0 | 1,025 / 1,953 | |
| gemini-4-hydrogen | 2 | 12 | 12 | 9.5 | 1,025 / 2,023 | |
| gemini-4-hydrogen | 3 | 12 | 12 | 10.5 | 1,025 / 2,264 | |
| gemini-4-hydrogen | 4 | 12 | 12 | 8.6 | 1,025 / 1,730 | |
| gemini-4-hydrogen | 5 | 12 | 12 | 8.7 | 1,025 / 1,803 | |
| gpt-6.1-terra · real search | 1 | — | 6 | 15.3 | 20,939 / 721 · 6 searches | |
| gpt-6.1-terra · real search | 2 | — | 10 | 21.7 | 27,267 / 767 · 10 searches | |
| gpt-6.1-terra · real search | 3 | — | 11 | 19.7 | 29,656 / 867 · 11 searches | |
| gpt-6.1-terra | 1 | 14 | 14 | 17.4 | 595 / 1,446 | |
| gpt-6.1-terra | 2 | 13 | 13 | 16.0 | 595 / 1,334 | |
| gpt-6.1-terra | 3 | 14 | 14 | 18.1 | 595 / 1,382 | |
| gpt-6.1-terra | 4 | 14 | 14 | 17.4 | 595 / 1,452 | |
| gpt-6.1-terra | 5 | 14 | 14 | 17.0 | 595 / 1,414 |