What association management software works well for medical societies?
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 155 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.
- imis.com · vertexaisearch.cloud.google.com
- ismanet.org · vertexaisearch.cloud.google.com
- sourceforge.net · vertexaisearch.cloud.google.com
- openwater.com · vertexaisearch.cloud.google.com
- openwater.com · vertexaisearch.cloud.google.com
- imis.com · vertexaisearch.cloud.google.com
- talentedlearning.com · vertexaisearch.cloud.google.com
- asaecenter.org · vertexaisearch.cloud.google.com
- forj.ai · vertexaisearch.cloud.google.com
- raklet.com · vertexaisearch.cloud.google.com
- tradewing.com · vertexaisearch.cloud.google.com
- momentivesoftware.com · vertexaisearch.cloud.google.com
- momentivesoftware.com · vertexaisearch.cloud.google.com
- momentivesoftware.com · vertexaisearch.cloud.google.com
- personifycorp.com · vertexaisearch.cloud.google.com
- trustradius.com · vertexaisearch.cloud.google.com
- trustradius.com · vertexaisearch.cloud.google.com
- personifythreesixty.com · vertexaisearch.cloud.google.com
- readymembership.com · vertexaisearch.cloud.google.com
- acgisoftware.com · vertexaisearch.cloud.google.com
- appsruntheworld.com · vertexaisearch.cloud.google.com
- acgisoftware.com · vertexaisearch.cloud.google.com
- remembers.com · vertexaisearch.cloud.google.com
- rhythmsoftware.com · vertexaisearch.cloud.google.com
- rhythmsoftware.com · vertexaisearch.cloud.google.com
- oasis-lms.com · vertexaisearch.cloud.google.com
- sessionboard.com · vertexaisearch.cloud.google.com
- datasangria.com · vertexaisearch.cloud.google.com
- crowdcomms.com · vertexaisearch.cloud.google.com
- remembers.com · vertexaisearch.cloud.google.com
- remembers.com · vertexaisearch.cloud.google.com
- helloposition.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- youtube.com · vertexaisearch.cloud.google.com
- memberclicks.com · vertexaisearch.cloud.google.com
- topclasslms.com · vertexaisearch.cloud.google.com
- aamse.org · vertexaisearch.cloud.google.com
- memberclicks.net · vertexaisearch.cloud.google.com
- noviams.com · vertexaisearch.cloud.google.com
- sessionboard.com · vertexaisearch.cloud.google.com
- gocadmium.com · vertexaisearch.cloud.google.com
- momentivesoftware.com · vertexaisearch.cloud.google.com
- remembers.com · vertexaisearch.cloud.google.com
- rhythmsoftware.com · vertexaisearch.cloud.google.com
- noviams.com · vertexaisearch.cloud.google.com
- rievent.com · vertexaisearch.cloud.google.com
- momentivesoftware.com · vertexaisearch.cloud.google.com
- statwharf.com · statwharf.com
- joynams.com · joynams.com
- i4a.com · i4a.com
- memberclicks.com · memberclicks.com
- membertrace.com · membertrace.com
- fonteva.com · fonteva.com
- plugroute.com · plugroute.com
- youthempowermentseminar.org · youthempowermentseminar.org
- remembers.com · remembers.com
- accme.org · accme.org
- asaecenter.org · asaecenter.org
- amadispensary.com · amadispensary.com
- imis.com · imis.com
- ashp.org · ashp.org
- growthzone.com · growthzone.com
- acteonline.org · acteonline.org
- cmss.org · cmss.org
- venousforum.org · venousforum.org
- en.wikipedia.org · en.wikipedia.org
- reddit.com · reddit.com
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- techradar.com · techradar.com
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- i4a.com · i4a.com
- i4a.com · i4a.com
- nimbleams.com · nimbleams.com
- joynams.com · joynams.com
- i4a.com · i4a.com
- nimbleams.com · nimbleams.com
- nimbleams.com · nimbleams.com
- nimbleams.com · nimbleams.com
- i4a.com · i4a.com
- go.nimbleams.com · go.nimbleams.com
- nimbleams.com · nimbleams.com
- go.nimbleams.com · go.nimbleams.com
- go.nimbleams.com · go.nimbleams.com
- go.nimbleams.com · go.nimbleams.com
- go.nimbleams.com · go.nimbleams.com
- go.nimbleams.com · go.nimbleams.com
- i4a.com · i4a.com
- joynams.com · joynams.com
- memberclicks.com · memberclicks.com
- nimbleams.com · nimbleams.com
- imis.com · imis.com
- accme.org · accme.org
- associations.co.uk · associations.co.uk
- fonteva.com · fonteva.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 association management software for medical societies REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants a curated list of top-rated AMS platforms tailored to medical organizations. | — | review_roundup | medical association software evaluation | 5x of 5 | |
hipaa compliant association management software IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to ensure that candidate AMS platforms meet healthcare data privacy and security standards. | — | faq_page | medical association software evaluation | 3x of 5 | |
ams software for healthcare associations REFORMULATION | Google ↗ AI Mode ↗ | The searcher is looking for association management systems designed for healthcare-related organizations. | — | buyers_guide | medical association software evaluation | 2x of 5 | |
association management software pricing for nonprofits RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand the typical cost structure and licensing models for AMS platforms. | — | pricing_page | medical association software evaluation | 2x of 5 | |
how to choose association management software for a medical society RELATED | Google ↗ AI Mode ↗ | The searcher wants a step-by-step framework for evaluating and selecting an AMS. | — | buyers_guide | medical association software evaluation | 2x of 5 | |
imis association management software medical society reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to read user feedback on how iMIS performs for medical societies. | — | review_roundup | medical association software evaluation | 2x of 5 | |
best ams for small medical societies PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants software recommendations tailored to smaller medical societies with limited staff and budgets. | — | buyers_guide | specific ams vendor comparisons | 2x of 5 | |
enterprise association management software for large medical associations PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants scalable AMS solutions capable of handling tens of thousands of members and complex chapters. | — | web_article | medical association software evaluation | 2x of 5 | |
top ams platforms for healthcare and medical associations REFORMULATION | Google ↗ AI Mode ↗ | The searcher is looking for software reviews and rankings of AMS tools used in the healthcare sector. | — | review_roundup | specific ams vendor comparisons | 1x of 5 | |
top ams platforms for healthcare associations REFORMULATION | Google ↗ AI Mode ↗ | The searcher is looking for leading association management systems used in the broader healthcare sector. | — | buyers_guide | specific ams vendor comparisons | 1x of 5 | |
top ams platforms for medical associations REFORMULATION | Google ↗ AI Mode ↗ | The searcher is looking for leading association management systems used by healthcare and medical organizations. | — | buyers_guide | specific ams vendor comparisons | 1x of 5 | |
medical society software with cme tracking and membership management IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants software that handles continuing medical education credits alongside standard member directories and dues. | — | product_spec_sheet | medical association software evaluation | 1x of 5 | |
medical society ams features cme tracking RELATED | Google ↗ AI Mode ↗ | The searcher wants to know which AMS platforms support continuing medical education (CME) credit tracking. | — | web_article | specific ams vendor comparisons | 1x of 5 | |
top medical society management software features RELATED | Google ↗ AI Mode ↗ | The user wants to know what specific capabilities an AMS should have to serve a medical society. | — | checklist | medical association software evaluation | 1x of 5 | |
association management software with cme tracking IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to find AMS platforms that include Continuing Medical Education (CME) credit tracking. | — | product_spec_sheet | medical association software evaluation | 1x of 5 | |
medical society software with cme tracking RELATED | Google ↗ AI Mode ↗ | The searcher wants to find AMS solutions that support Continuing Medical Education credit tracking and certification. | — | product_spec_sheet | medical association software evaluation | 1x of 5 | |
what features should medical society ams software have IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know the essential capabilities required in software for managing a medical society. | — | checklist | medical association software evaluation | 1x of 5 | |
cme tracking association management software IMPLICIT | Google ↗ AI Mode ↗ | The user needs an AMS that supports Continuing Medical Education (CME) credit tracking and certification. | — | product_spec_sheet | medical association software evaluation | 1x of 5 | |
medical society software for membership and conference management RELATED | Google ↗ AI Mode ↗ | The searcher is looking for an all-in-one platform that handles both member databases and annual medical conferences. | — | web_article | medical association software evaluation | 1x of 5 | |
fonteva vs imis for medical associations COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare two leading enterprise AMS platforms specifically for medical society use cases. | — | comparison_table | specific ams vendor comparisons | 1x of 5 | |
how to manage continuing medical education credits in ams IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand the workflow for automating and tracking CME credits within an AMS. | — | how_to_steps | specific ams vendor comparisons | 1x of 5 | |
what features do medical associations need in an ams IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know the essential capabilities required to manage a medical society effectively. | — | checklist | specific ams vendor comparisons | 1x of 5 | |
fonteva vs memberclicks for medical associations COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare two leading AMS platforms to see which fits medical societies better. | — | comparison_table | specific ams vendor comparisons | 1x of 5 | |
memberclicks vs growthzone for healthcare associations COMPARATIVE | Google ↗ AI Mode ↗ | The searcher is comparing mid-market AMS options to see which fits a medical or healthcare association better. | — | comparison_table | specific ams vendor comparisons | 1x of 5 | |
hipaa compliance for medical association software IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know if association management software needs to be HIPAA compliant and how data is secured. | — | faq_page | medical association software evaluation | 1x of 5 | |
imis association management software medical societies ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to evaluate how a specific major AMS vendor, iMIS, performs for medical societies. | — | case_study | medical association software evaluation | 1x of 5 | |
fonteva vs memberclicks vs yourmembership for medical associations COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants a side-by-side comparison of leading AMS vendors to see which fits medical societies best. | — | comparison_table | specific ams vendor comparisons | 1x of 5 | |
growthzone vs wild apricot for medical societies COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare two popular mid-market/small AMS platforms for medical group needs. | — | comparison_table | specific ams vendor comparisons | 1x of 5 | |
imis vs fonteva for medical associations COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare two leading enterprise AMS platforms to see which fits medical societies better. | — | comparison_table | specific ams vendor comparisons | 1x of 5 | |
fonteva vs nimbus vs growthzone for medical associations COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare specific leading AMS vendors to see which fits medical associations best. | — | comparison_table | specific ams vendor comparisons | 1x of 5 | |
salesforce based ams vs standalone ams for medical societies COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to weigh the pros and cons of building on Salesforce versus using a dedicated AMS. | — | comparison_table | specific ams vendor comparisons | 1x of 5 | |
association management software pricing for small medical societies PERSONALIZED | Google ↗ AI Mode ↗ | The user is looking for cost-effective AMS options tailored to a smaller organization's budget. | — | pricing_page | medical association software evaluation | 1x of 5 | |
fonteva for medical societies features ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to see the specific features Fonteva offers for medical associations. | — | case_study | specific ams vendor comparisons | 1x of 5 | |
memberclicks vs wild apricot for small medical societies COMPARATIVE | Google ↗ AI Mode ↗ | The searcher is comparing two popular mid-market/small-association AMS tools for a smaller medical group. | — | comparison_table | specific ams vendor comparisons | 1x of 5 | |
memberclicks vs yourmembership for healthcare societies COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare mid-market AMS options for ease of use and membership management. | — | comparison_table | specific ams vendor comparisons | 1x of 5 | |
fonteva association management software reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to read user feedback and real-world performance reviews of Fonteva. | — | review_roundup | medical association software evaluation | 1x of 5 | |
impexium for medical societies ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to evaluate Impexium's specific capabilities for medical and healthcare associations. | — | product_spec_sheet | specific ams vendor comparisons | 1x of 5 | |
how to choose ams for a medical society RELATED | Google ↗ AI Mode ↗ | The user wants a step-by-step process for evaluating and selecting the right software. | — | how_to_steps | specific ams vendor comparisons | 1x of 5 | |
nimble ams medical association case study ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants real-world proof of how a medical society successfully implemented Nimble AMS. | — | case_study | specific ams vendor comparisons | 1x of 5 | |
yourmembership pricing for medical associations ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to know the cost of implementing YourMembership for a medical association. | — | pricing_page | specific ams vendor comparisons | 1x of 5 | |
association management software pricing for medical organizations RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand the typical cost structure and budget requirements for an AMS. | — | pricing_page | medical association software evaluation | 1x of 5 | |
imis ams for medical societies ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to see how iMIS specifically serves medical societies and what case studies exist. | — | case_study | specific ams vendor comparisons | 1x of 5 | |
association management software for large national medical societies PERSONALIZED | Google ↗ AI Mode ↗ | The searcher is looking for enterprise-grade AMS solutions capable of handling tens of thousands of physician members. | — | case_study | medical association software evaluation | 1x of 5 | |
medical society ams reviews reddit RELATED | Google ↗ AI Mode ↗ | The user wants candid, peer-to-peer opinions and experiences from other medical society administrators. | — | forum/qna | specific ams vendor comparisons | 1x of 5 | |
best ams for small state medical society PERSONALIZED | Google ↗ AI Mode ↗ | The searcher is looking for an affordable, easy-to-use AMS suited for a smaller regional medical group. | — | buyers_guide | specific ams vendor comparisons | 1x of 5 | |
association management software for large specialty medical board PERSONALIZED | Google ↗ AI Mode ↗ | The searcher needs an enterprise-grade AMS capable of handling complex credentialing and large member volumes. | — | web_article | medical association software evaluation | 1x of 5 | |
association management software for large medical organizations PERSONALIZED | Google ↗ AI Mode ↗ | The user is seeking enterprise-grade AMS solutions capable of handling high member volumes and complex workflows. | — | web_article | medical association software evaluation | 1x of 5 | |
affordable ams for small state medical society PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants budget-friendly AMS options suitable for a smaller, state-level medical society. | — | pricing_page | specific ams vendor comparisons | 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 | 14,5638,081 thinking | 33 | $0.572 |
| gemini-4-hydrogen | Simulated passes | 5 | 5,115 | 9,4913,207 thinking | — | $0.079 |
| gpt-6.1-terra | Real-search passes | 3 | 63,479 | 2,474587 thinking | 21 | $0.210 |
| gpt-6.1-terra | Simulated passes | 5 | 2,965 | 6,990278 thinking | — | — |
| gemini-3.5-flash-lite | Naming clusters | 1 | 304 | 67 | — | $0.0003 |
| Total | 17 | 72,544 | 33,585 | 54 | $0.861+ 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 | — | 14 | 35.4 | 227 / 5,209 · 14 searches | |
| gemini-4-hydrogen · real search | 2 | — | 9 | 31.7 | 227 / 4,508 · 9 searches | |
| gemini-4-hydrogen · real search | 3 | — | 10 | 33.3 | 227 / 4,846 · 10 searches | |
| gemini-4-hydrogen | 1 | 12 | 12 | 9.6 | 1,023 / 1,730 | |
| gemini-4-hydrogen | 2 | 12 | 12 | 10.4 | 1,023 / 2,206 | |
| gemini-4-hydrogen | 3 | 12 | 12 | 9.8 | 1,023 / 1,912 | |
| gemini-4-hydrogen | 4 | 12 | 12 | 9.3 | 1,023 / 1,967 | |
| gemini-4-hydrogen | 5 | 12 | 12 | 9.0 | 1,023 / 1,676 | |
| gpt-6.1-terra · real search | 1 | — | 7 | 18.5 | 21,213 / 833 · 7 searches | |
| gpt-6.1-terra · real search | 2 | — | 7 | 15.9 | 21,061 / 812 · 7 searches | |
| gpt-6.1-terra · real search | 3 | — | 7 | 18.2 | 21,205 / 829 · 7 searches | |
| gpt-6.1-terra | 1 | 14 | 14 | 20.2 | 593 / 1,384 | |
| gpt-6.1-terra | 2 | 14 | 14 | 18.0 | 593 / 1,422 | |
| gpt-6.1-terra | 3 | 14 | 14 | 16.8 | 593 / 1,387 | |
| gpt-6.1-terra | 4 | 14 | 14 | 17.4 | 593 / 1,386 | |
| gpt-6.1-terra | 5 | 14 | 14 | 17.7 | 593 / 1,411 |