Fan-out run80yexK5XiWEcompleteAI Overview

What association management software works well for medical societies?

Geminigemini-4-hydrogenOpenAIgpt-6.1-terra5 passes + 3 real-search155 queries18m ago
Download run
Gemini unique queries
48
2 in ≥ half the passes · stability 25%
OpenAI unique queries
55
5 in ≥ half the passes · stability 25%
Overlap between models
28%
12 shared of 43 distinct sub-queries
Gemini real searches predicted
39%
12 of 31 matched the simulation
OpenAI real searches predicted
48%
10 of 21 matched the simulation
Cost of this run
$0.861
106,129 tokens · 54 web searches · on your keys

Side by side

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

33% of distinct sub-queries were generated by both models (semantic match ≥ 0.935 cosine, EmbeddingGemma 2).
Only Gemini Both Only OpenAI
Only Gemini3
hipaa compliant association management software
3xIMPLICITfaq_pageGoogle ↗
association management software pricing for nonprofits
2xRELATEDpricing_pageGoogle ↗
best ams for small medical societies
2xPERSONALIZEDbuyers_guideGoogle ↗
Both models3
best association management software for medical societies ↗5x
how to choose association management software for a medical society ↗2x
best association management software for medical societies ↗5x
medical society association management software comparison ↗3x
ams software for healthcare associations ↗2x
imis association management software medical society reviews ↗2x
imis association management software for medical societies ↗3x
enterprise association management software for large medical associations ↗2x
enterprise association management software for large medical societies ↗2x
Only OpenAI3
medical association management software pricing and implementation costs
4xRELATEDpricing_pageGoogle ↗
affordable association management software for small medical societies
3xPERSONALIZEDbuyers_guideGoogle ↗
association management software with cme tracking for medical societies
2xIMPLICITbuyers_guideGoogle ↗

Fan-out diagram

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

SEED QUERY
What association management software works well for medical societies?
48 unique queries · 5 passes
medical association software evaluation
7 queries · 18 hits
best association management software for medical societies5xGoogle ↗
REFORMULATION
hipaa compliant association management software3xGoogle ↗
IMPLICIT
ams software for healthcare associations2xGoogle ↗
REFORMULATION
association management software pricing for nonprofits2xGoogle ↗
RELATED
how to choose association management software for a medical society2xGoogle ↗
RELATED
imis association management software medical society reviews2xGoogle ↗
ENTITY EXPANSION
enterprise association management software for large medical associations2xGoogle ↗
PERSONALIZED
specific ams vendor comparisons
1 query · 2 hits
best ams for small medical societies2xGoogle ↗
PERSONALIZED

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.

Gemini31 real searches · gemini-4-hydrogen39% predicted
best association management software for medical societies Google ↗
simulatedbest association management software for medical societies1.000
AMS for medical associations CME integration Google ↗
closestams software for healthcare associations0.934
best association management software AMS for medical societies Google ↗
simulatedbest association management software for medical societies0.984
association management software for medical associations CME Google ↗
simulatedmedical society software with cme tracking and membership management0.959
"Momentive Software" association management Google ↗
closesthipaa compliant association management software0.924
Momentive Software Community Brands AMS Google ↗
closestams software for healthcare associations0.888
best AMS for medical specialty societies Fonteva iMIS Rhythm Google ↗
closestimis ams for medical societies0.924
"medical society" OR "medical association" "Fonteva" OR "Nimble AMS" OR "iMIS" OR "Rhythm" Google ↗
closestfonteva vs imis for medical associations0.917
"Momentive Software" AMS medical association Google ↗
simulatedams software for healthcare associations0.940
what AMS do medical societies use Fonteva iMIS Impexium Nimble Google ↗
simulatedimis ams for medical societies0.942
"medical societies" "association management software" iMIS Impexium NetForum Google ↗
simulatedimis association management software medical societies0.967
"ACGI" OR "Cobalt" OR "MemberSuite" medical society AMS Google ↗
closestimis ams for medical societies0.917
"re:Members" AMS impexium Google ↗
closestimpexium for medical societies0.884
"Novi AMS" OR "MemberClicks" OR "GrowthZone" "medical society" OR "medical association" Google ↗
closestfonteva vs nimbus vs growthzone for medical associations0.908
medical society AMS LMS integration EthosCE Path LMS CloudCME Google ↗
closestmedical society ams features cme tracking0.921
Impexium medical society association management Google ↗
simulatedimpexium for medical societies0.945
Rhythm Software medical association AMS Google ↗
simulatedams software for healthcare associations0.943
"Fonteva" "medical society" OR "medical association" Google ↗
simulatedfonteva for medical societies features0.950
Fonteva medical society association clients Google ↗
simulatedfonteva for medical societies features0.936
Rhythm Software AMS medical association Google ↗
simulatedams software for healthcare associations0.941
medical society AMS LMS CME EthosCE CloudCME Rievent Google ↗
closestmedical society ams features cme tracking0.921
"Cobalt" OR "Impexium" OR "Rhythm" "medical society" OR "medical association" Google ↗
closestfonteva vs imis for medical associations0.889
"Novi AMS" medical society OR healthcare association Google ↗
closestimis ams for medical societies0.934
"ThreeSixty" Personify Momentive AMS Google ↗
closestimis ams for medical societies0.836
"Novi AMS" medical society association Google ↗
closestimis ams for medical societies0.933
"Rhythm" AMS "medical" OR "healthcare" association Google ↗
closestimis ams for medical societies0.905
"Personify360" OR "Personify" medical association AMS Google ↗
closestimis ams for medical societies0.911
"re:Members" Impexium Protech Google ↗
closestimpexium for medical societies0.868
"ACGI" "Association Anywhere" medical society Google ↗
closestimis ams for medical societies0.898
"Impexium" medical society OR healthcare association Google ↗
simulatedimpexium for medical societies0.956
"re:Members" Impexium Protech MemberSuite Google ↗
closestimpexium for medical societies0.861
  1. imis.com · vertexaisearch.cloud.google.com
  2. ismanet.org · vertexaisearch.cloud.google.com
  3. sourceforge.net · vertexaisearch.cloud.google.com
  4. openwater.com · vertexaisearch.cloud.google.com
  5. openwater.com · vertexaisearch.cloud.google.com
  6. imis.com · vertexaisearch.cloud.google.com
  7. talentedlearning.com · vertexaisearch.cloud.google.com
  8. asaecenter.org · vertexaisearch.cloud.google.com
  9. forj.ai · vertexaisearch.cloud.google.com
  10. raklet.com · vertexaisearch.cloud.google.com
  11. tradewing.com · vertexaisearch.cloud.google.com
  12. momentivesoftware.com · vertexaisearch.cloud.google.com
  13. momentivesoftware.com · vertexaisearch.cloud.google.com
  14. momentivesoftware.com · vertexaisearch.cloud.google.com
  15. personifycorp.com · vertexaisearch.cloud.google.com
  16. trustradius.com · vertexaisearch.cloud.google.com
  17. trustradius.com · vertexaisearch.cloud.google.com
  18. personifythreesixty.com · vertexaisearch.cloud.google.com
  19. readymembership.com · vertexaisearch.cloud.google.com
  20. acgisoftware.com · vertexaisearch.cloud.google.com
  21. appsruntheworld.com · vertexaisearch.cloud.google.com
  22. acgisoftware.com · vertexaisearch.cloud.google.com
  23. remembers.com · vertexaisearch.cloud.google.com
  24. rhythmsoftware.com · vertexaisearch.cloud.google.com
  25. rhythmsoftware.com · vertexaisearch.cloud.google.com
  26. oasis-lms.com · vertexaisearch.cloud.google.com
  27. sessionboard.com · vertexaisearch.cloud.google.com
  28. datasangria.com · vertexaisearch.cloud.google.com
  29. crowdcomms.com · vertexaisearch.cloud.google.com
  30. remembers.com · vertexaisearch.cloud.google.com
  31. remembers.com · vertexaisearch.cloud.google.com
  32. helloposition.com · vertexaisearch.cloud.google.com
  33. growthzone.com · vertexaisearch.cloud.google.com
  34. growthzone.com · vertexaisearch.cloud.google.com
  35. growthzone.com · vertexaisearch.cloud.google.com
  36. growthzone.com · vertexaisearch.cloud.google.com
  37. youtube.com · vertexaisearch.cloud.google.com
  38. memberclicks.com · vertexaisearch.cloud.google.com
  39. topclasslms.com · vertexaisearch.cloud.google.com
  40. aamse.org · vertexaisearch.cloud.google.com
  41. memberclicks.net · vertexaisearch.cloud.google.com
  42. noviams.com · vertexaisearch.cloud.google.com
  43. sessionboard.com · vertexaisearch.cloud.google.com
  44. gocadmium.com · vertexaisearch.cloud.google.com
  45. momentivesoftware.com · vertexaisearch.cloud.google.com
  46. remembers.com · vertexaisearch.cloud.google.com
  47. rhythmsoftware.com · vertexaisearch.cloud.google.com
  48. noviams.com · vertexaisearch.cloud.google.com
  49. rievent.com · vertexaisearch.cloud.google.com
  50. momentivesoftware.com · vertexaisearch.cloud.google.com
OpenAI21 real searches · gpt-6.1-terra48% predicted
association management software medical societies CME membership medical associations software Google ↗
simulatedassociation management software for medical societies with cme tracking0.970
association management software medical societies CME member management medical association AMS Google ↗
simulatedassociation management software for medical societies with cme tracking0.963
association management software medical societies CME accreditation membership software Google ↗
simulatedassociation management software for medical societies cme accreditation reporting0.979
medical societies association management software membership CME integrations Fonteva Nimble AMS Google ↗
simulatedFonteva association management software for medical associations0.951
medical specialty societies association management software CME Fonteva Nimble AMS iMIS Google ↗
simulatedimis association management software medical societies0.955
medical society association management software CME features pricing memberclicks growthzone nimble ams Google ↗
simulatedassociation management software for medical societies with cme tracking0.944
association management medical specialty societies software CME platform accreditation integration Google ↗
simulatedassociation management software for medical societies cme accreditation reporting0.971
association management software medical associations pricing CME membership 2026 Google ↗
simulatedmedical association membership management software0.939
medical society association management software pricing CME medical associations Google ↗
simulatedmedical society association management software pricing and implementation costs0.964
site:i4a.com pricing medical association software pricing month Google ↗
closestmedical society association management software pricing and implementation costs0.917
site:im​is.com medical societies association management continuing education Google ↗
closestimis association management software medical societies0.922
site:imis.com medical association software certification medical society Google ↗
simulatedimis association management software medical societies0.950
site:associationanalytics.com nimble AMS medical societies cme salesforce Google ↗
closestnimble ams for medical associations and healthcare societies0.925
site:memberclicks.com continuing education cme learning management integrations path lms Google ↗
closestassociation management software integration with cme learning management systems0.929
site:acgisoftware.com association anywhere medical societies certification management Google ↗
closestbest association management software for medical societies0.925
site:wildapricot.com pricing membership software plans contacts Google ↗
closestyourmembership and membersuite software for medical societies0.864
site:nimbleams.com medical association continuing education Salesforce membership Google ↗
closestmedical association membership management software0.901
site:wildapricot.com pricing memberships contact 2026 Google ↗
closestmedical association software member portal online dues and conference registration0.843
site:accme.org PARS reporting CME accredited provider data Google ↗
closestassociation management software for medical societies cme accreditation reporting0.906
site:joynams.com continuing education medical society credit tracking Google ↗
closestmedical society membership software with continuing medical education tracking0.935
site:momentivesoftware.com nimble ams medical society salesforce education Google ↗
closestfonteva for medical associations salesforce ams0.910
  1. statwharf.com · statwharf.com
  2. joynams.com · joynams.com
  3. i4a.com · i4a.com
  4. memberclicks.com · memberclicks.com
  5. membertrace.com · membertrace.com
  6. fonteva.com · fonteva.com
  7. plugroute.com · plugroute.com
  8. youthempowermentseminar.org · youthempowermentseminar.org
  9. remembers.com · remembers.com
  10. accme.org · accme.org
  11. asaecenter.org · asaecenter.org
  12. amadispensary.com · amadispensary.com
  13. imis.com · imis.com
  14. ashp.org · ashp.org
  15. growthzone.com · growthzone.com
  16. acteonline.org · acteonline.org
  17. cmss.org · cmss.org
  18. venousforum.org · venousforum.org
  19. en.wikipedia.org · en.wikipedia.org
  20. reddit.com · reddit.com
  21. en.wikipedia.org · en.wikipedia.org
  22. en.wikipedia.org · en.wikipedia.org
  23. en.wikipedia.org · en.wikipedia.org
  24. techradar.com · techradar.com
  25. en.wikipedia.org · en.wikipedia.org
  26. en.wikipedia.org · en.wikipedia.org
  27. i4a.com · i4a.com
  28. i4a.com · i4a.com
  29. nimbleams.com · nimbleams.com
  30. joynams.com · joynams.com
  31. i4a.com · i4a.com
  32. nimbleams.com · nimbleams.com
  33. nimbleams.com · nimbleams.com
  34. nimbleams.com · nimbleams.com
  35. i4a.com · i4a.com
  36. go.nimbleams.com · go.nimbleams.com
  37. nimbleams.com · nimbleams.com
  38. go.nimbleams.com · go.nimbleams.com
  39. go.nimbleams.com · go.nimbleams.com
  40. go.nimbleams.com · go.nimbleams.com
  41. go.nimbleams.com · go.nimbleams.com
  42. go.nimbleams.com · go.nimbleams.com
  43. i4a.com · i4a.com
  44. joynams.com · joynams.com
  45. memberclicks.com · memberclicks.com
  46. nimbleams.com · nimbleams.com
  47. imis.com · imis.com
  48. accme.org · accme.org
  49. associations.co.uk · associations.co.uk
  50. 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.

Colour
medical association software eval…specific ams vendor comparisons
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

48 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓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_roundupmedical association software evaluation5x
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_pagemedical association software evaluation3x
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_guidemedical association software evaluation2x
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_pagemedical association software evaluation2x
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_guidemedical association software evaluation2x
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_roundupmedical association software evaluation2x
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_guidespecific ams vendor comparisons2x
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_articlemedical association software evaluation2x
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_roundupspecific ams vendor comparisons1x
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_guidespecific ams vendor comparisons1x
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_guidespecific ams vendor comparisons1x
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_sheetmedical association software evaluation1x
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_articlespecific ams vendor comparisons1x
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.—checklistmedical association software evaluation1x
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_sheetmedical association software evaluation1x
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_sheetmedical association software evaluation1x
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.—checklistmedical association software evaluation1x
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_sheetmedical association software evaluation1x
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_articlemedical association software evaluation1x
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_tablespecific ams vendor comparisons1x
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_stepsspecific ams vendor comparisons1x
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.—checklistspecific ams vendor comparisons1x
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_tablespecific ams vendor comparisons1x
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_tablespecific ams vendor comparisons1x
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_pagemedical association software evaluation1x
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_studymedical association software evaluation1x
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_tablespecific ams vendor comparisons1x
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_tablespecific ams vendor comparisons1x
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_tablespecific ams vendor comparisons1x
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_tablespecific ams vendor comparisons1x
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_tablespecific ams vendor comparisons1x
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_pagemedical association software evaluation1x
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_studyspecific ams vendor comparisons1x
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_tablespecific ams vendor comparisons1x
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_tablespecific ams vendor comparisons1x
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_roundupmedical association software evaluation1x
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_sheetspecific ams vendor comparisons1x
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_stepsspecific ams vendor comparisons1x
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_studyspecific ams vendor comparisons1x
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_pagespecific ams vendor comparisons1x
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_pagemedical association software evaluation1x
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_studyspecific ams vendor comparisons1x
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_studymedical association software evaluation1x
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/qnaspecific ams vendor comparisons1x
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_guidespecific ams vendor comparisons1x
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_articlemedical association software evaluation1x
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_articlemedical association software evaluation1x
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_pagespecific ams vendor comparisons1x
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 passes368114,5638,081 thinking33$0.572
gemini-4-hydrogenSimulated passes55,1159,4913,207 thinking—$0.079
gpt-6.1-terraReal-search passes363,4792,474587 thinking21$0.210
gpt-6.1-terraSimulated passes52,9656,990278 thinking——
gemini-3.5-flash-liteNaming clusters130467—$0.0003
Total1772,54433,58554$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.

0285512345
GeminiOpenAIx = pass, y = cumulative unique queries
ModelPassTargetGeneratedSecondsTokens (in / out)Notes
gemini-4-hydrogen · real search1—1435.4227 / 5,209 · 14 searches
gemini-4-hydrogen · real search2—931.7227 / 4,508 · 9 searches
gemini-4-hydrogen · real search3—1033.3227 / 4,846 · 10 searches
gemini-4-hydrogen112129.61,023 / 1,730
gemini-4-hydrogen2121210.41,023 / 2,206
gemini-4-hydrogen312129.81,023 / 1,912
gemini-4-hydrogen412129.31,023 / 1,967
gemini-4-hydrogen512129.01,023 / 1,676
gpt-6.1-terra · real search1—718.521,213 / 833 · 7 searches
gpt-6.1-terra · real search2—715.921,061 / 812 · 7 searches
gpt-6.1-terra · real search3—718.221,205 / 829 · 7 searches
gpt-6.1-terra1141420.2593 / 1,384
gpt-6.1-terra2141418.0593 / 1,422
gpt-6.1-terra3141416.8593 / 1,387
gpt-6.1-terra4141417.4593 / 1,386
gpt-6.1-terra5141417.7593 / 1,411