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Fan-out run6omWA2W24iocompleteAI Overview

Membership management software for a professional society

Geminigemini-4-hydrogenOpenAIgpt-6.1-terra5 passes + 3 real-search150 queries21m ago
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Gemini unique queries
54
2 in ≥ half the passes · stability 22%
OpenAI unique queries
60
2 in ≥ half the passes · stability 23%
Overlap between models
31%
16 shared of 51 distinct sub-queries
Gemini real searches predicted
36%
5 of 14 matched the simulation
OpenAI real searches predicted
32%
7 of 22 matched the simulation
Cost of this run
$0.593
98,441 tokens · 37 web searches · on your keys

Side by side

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

38% of distinct sub-queries were generated by both models (semantic match ≥ 0.935 cosine, EmbeddingGemma 2).
Only Gemini Both Only OpenAI
Only Gemini1
imis association management software features
2xENTITY EXPANSIONproduct_spec_sheetGoogle ↗
Both models3
best association management software for professional societies ↗3x
best association management software for professional societies ↗3x
wild apricot vs memberclicks for professional associations ↗3x
wild apricot vs memberclicks for professional associations ↗2x
best membership management software for professional associations ↗2x
membership management software for professional associations ↗2x
Only OpenAI4
affordable membership management software for a small professional society
4xPERSONALIZEDbuyers_guideGoogle ↗
membership management software for professional societies
2xREFORMULATIONbuyers_guideGoogle ↗
professional society membership software features checklist
2xIMPLICITchecklistGoogle ↗
how to migrate member data to association management software
2xRELATEDhow_to_stepsGoogle ↗

Fan-out diagram

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

SEED QUERY
Membership management software for a professional society
54 unique queries · 5 passes
best association management software
2 queries · 5 hits
best association management software for professional societies3xGoogle ↗
REFORMULATIONComparison
best membership management software for professional associations2xGoogle ↗
REFORMULATIONComparison
wild apricot vs memberclicks
1 query · 3 hits
wild apricot vs memberclicks for professional associations3xGoogle ↗
COMPARATIVEComparison
top ams software reviews
1 query · 2 hits
imis association management software features2xGoogle ↗
ENTITY EXPANSIONComparison

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

Gemini simulated (54)OpenAI simulated (60)Gemini real searches (14)OpenAI real searches (22)
Short factOther / navigational9%20%50%86%Comparison69%63%43%14%Consequence2%3%7%Reason15%7%DefinitionInstruction6%7%Yes / no

Classes come from the query-classifier (a local Laya model). 106 of 150 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

What the models actually searched

Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.

Gemini14 real searches · gemini-4-hydrogen36% predicted
best association management software for professional societies 2026 Google ↗
simulatedbest association management software for professional societies0.972
best association management software professional societies 2026 Google ↗
simulatedbest association management software for professional societies0.936
top membership management software for professional associations Google ↗
simulatedbest membership management software for professional associations0.994
top membership management software for professional associations 2025 2026 Google ↗
simulatedbest membership management software for professional associations0.970
top AMS software professional associations 2025 2026 Google ↗
closestbest association management software for professional societies0.898
Momentive Software association management products Google ↗
simulatedwhat is association management software0.941
"Community Brands" rebrand "Momentive Software" AMS Google ↗
closestams software integration with quickbooks and email marketing0.873
best AMS for medical or scientific professional societies CE tracking Google ↗
closesttop rated ams for medical and engineering societies0.934
"Personify" "WildApricot" "MemberClicks" 2026 Google ↗
closestwild apricot vs memberclicks0.890
Momentive Software Nimble AMS YourMembership MemberClicks Google ↗
closestmemberclicks reviews0.910
"Novi AMS" "WildApricot" "Glue Up" "MemberClicks" association management software 2026 Google ↗
closestassociation management software features0.897
iMIS AMS Rhythm Software Impexium 2026 Google ↗
closestimis membership software0.883
"GrowthZone" "MemberSuite" AMS 2026 Google ↗
closestmembership software with continuing education tracking0.875
"Impexium" OR "Rhythm Software" AMS 2026 Google ↗
closesttop rated ams software reviews0.867
  1. converve.com · vertexaisearch.cloud.google.com
  2. remembers.com · vertexaisearch.cloud.google.com
  3. outseta.com · vertexaisearch.cloud.google.com
  4. joinit.com · vertexaisearch.cloud.google.com
  5. memberlounge.app · vertexaisearch.cloud.google.com
  6. momentivesoftware.com · vertexaisearch.cloud.google.com
  7. joinit.com · vertexaisearch.cloud.google.com
  8. tradewing.com · vertexaisearch.cloud.google.com
  9. protechassociates.com · vertexaisearch.cloud.google.com
  10. growthzone.com · vertexaisearch.cloud.google.com
  11. yourmembership.com · vertexaisearch.cloud.google.com
  12. imis.com · vertexaisearch.cloud.google.com
  13. youtube.com · vertexaisearch.cloud.google.com
  14. rhythmsoftware.com · vertexaisearch.cloud.google.com
  15. rhythmsoftware.com · vertexaisearch.cloud.google.com
  16. fonteva.com · vertexaisearch.cloud.google.com
  17. momentivesoftware.com · vertexaisearch.cloud.google.com
  18. dynatechconsultancy.com · vertexaisearch.cloud.google.com
  19. metabometrix.com · vertexaisearch.cloud.google.com
  20. remembers.com · vertexaisearch.cloud.google.com
  21. kprise.com · vertexaisearch.cloud.google.com
  22. openwater.com · vertexaisearch.cloud.google.com
  23. converve.com · vertexaisearch.cloud.google.com
  24. pelcro.com · vertexaisearch.cloud.google.com
  25. converve.com · vertexaisearch.cloud.google.com
  26. momentivesoftware.com · vertexaisearch.cloud.google.com
  27. fonteva.com · vertexaisearch.cloud.google.com
  28. meloraconnect.com · vertexaisearch.cloud.google.com
  29. joinit.com · vertexaisearch.cloud.google.com
  30. group.app · vertexaisearch.cloud.google.com
  31. growthzone.com · vertexaisearch.cloud.google.com
  32. momentivesoftware.com · vertexaisearch.cloud.google.com
  33. momentivesoftware.com · vertexaisearch.cloud.google.com
  34. momentivesoftware.com · vertexaisearch.cloud.google.com
  35. axongarside.com · vertexaisearch.cloud.google.com
  36. group.app · vertexaisearch.cloud.google.com
  37. momentivesoftware.com · vertexaisearch.cloud.google.com
  38. aptify.com · vertexaisearch.cloud.google.com
  39. outseta.com · vertexaisearch.cloud.google.com
  40. converve.com · vertexaisearch.cloud.google.com
  41. i4a.com · vertexaisearch.cloud.google.com
  42. joinit.com · vertexaisearch.cloud.google.com
  43. softwareadvice.com · vertexaisearch.cloud.google.com
  44. outseta.com · vertexaisearch.cloud.google.com
  45. meloraconnect.com · vertexaisearch.cloud.google.com
  46. protechassociates.com · vertexaisearch.cloud.google.com
  47. coveyhq.com · vertexaisearch.cloud.google.com
  48. raklet.com · vertexaisearch.cloud.google.com
  49. youtube.com · vertexaisearch.cloud.google.com
  50. rhythmsoftware.com · vertexaisearch.cloud.google.com
OpenAI22 real searches · gpt-6.1-terra32% predicted
professional association membership management software pricing WildApricot 2026 association management Google ↗
simulatedprofessional association membership software pricing and fees0.951
professional association membership management software WildApricot Glue Up MemberClicks pricing Google ↗
simulatedwild apricot memberclicks glue up and imis association management software0.943
professional society association management software membership dues events certifications platforms Google ↗
simulatedprofessional society membership software event registration and conference management0.959
association management software membership pricing WildApricot Glue Up 2026 Google ↗
closestassociation management software pricing and membership fees0.934
membership management software professional associations pricing memberclicks glue up nimble ams Google ↗
simulatedmembership management software for professional associations0.948
association membership management software professional society membership continuing education accreditation CRM pricing Google ↗
simulatedmembership software for professional societies with continuing education and certification tracking0.946
site:joinit.com pricing membership software organization Google ↗
closestassociation membership software pricing and fees0.907
site:wildapricot.com pricing membership software 2026 Google ↗
closestassociation membership software pricing and fees0.900
professional association management software memberclicks glue up join it pricing professional society Google ↗
simulatedmembership management software for professional associations0.955
site:joinit.com pricing membership software monthly 29 stripe Google ↗
closestassociation membership software pricing and fees0.889
site:glueup.com pricing membership association software Google ↗
closestassociation membership software pricing and fees0.926
site:impexium.com association management software professional societies membership Google ↗
simulatedmembership management software for professional societies0.938
site:wildapricot.com pricing 100 contacts $66 membership Google ↗
closestwild apricot memberclicks and imis association management software comparison0.860
site:glueup.com pricing association membership management platform events Google ↗
closestassociation membership software event registration and conferences0.915
site:civicrm.org open source membership events Google ↗
closestassociation membership software event registration and conferences0.908
site:noviams.com association management QuickBooks chapters member directory pricing Google ↗
closestassociation membership management software pricing and fees0.911
site:glueup.com association software memberships events crm pricing Google ↗
closestassociation membership software event registration and conferences0.921
site:glueup.com pricing professional association membership pricing Google ↗
closestprofessional association membership software pricing and fees0.931
site:i4a.com association management software continuing education credit pricing Google ↗
closestassociation management software continuing education credits and certification tracking0.918
site:civicrm.org features membership free open source events Google ↗
closestassociation membership software event registration and conferences0.891
site:civicrm.org membership open source events software Google ↗
closestassociation membership software event registration and conferences0.926
site:joinit.com pricing membership management 29 1.5% Google ↗
closestassociation membership management software pricing and fees0.888
  1. memberclicks.com · memberclicks.com
  2. agenbord.co · agenbord.co
  3. i4a.com · i4a.com
  4. aimarketer.com · aimarketer.com
  5. velotouch.com · velotouch.com
  6. kannect.co · kannect.co
  7. veldun.com · veldun.com
  8. wildapricot.com · wildapricot.com
  9. memberrun.com · memberrun.com
  10. plugroute.com · plugroute.com
  11. ecoferral.com · ecoferral.com
  12. capterra.com · capterra.com
  13. itechguides.com · itechguides.com
  14. cdn.ymaws.com · cdn.ymaws.com
  15. memberclicks.com · memberclicks.com
  16. ashp.org · ashp.org
  17. atsol.org · atsol.org
  18. resources.wildapricot.com · resources.wildapricot.com
  19. reddit.com · reddit.com
  20. en.wikipedia.org · en.wikipedia.org
  21. reddit.com · reddit.com
  22. reddit.com · reddit.com
  23. reddit.com · reddit.com
  24. reddit.com · reddit.com
  25. reddit.com · reddit.com
  26. reddit.com · reddit.com
  27. reddit.com · reddit.com
  28. reddit.com · reddit.com
  29. reddit.com · reddit.com
  30. reddit.com · reddit.com
  31. techradar.com · techradar.com
  32. techradar.com · techradar.com
  33. reddit.com · reddit.com
  34. techradar.com · techradar.com
  35. en.wikipedia.org · en.wikipedia.org
  36. techradar.com · techradar.com
  37. en.wikipedia.org · en.wikipedia.org
  38. techradar.com · techradar.com
  39. en.wikipedia.org · en.wikipedia.org
  40. wildapricot.com · wildapricot.com
  41. i4a.com · i4a.com
  42. i4a.com · i4a.com
  43. civicrm.org · civicrm.org
  44. docs.civicrm.org · docs.civicrm.org
  45. i4a.com · i4a.com
  46. i4a.com · i4a.com
  47. i4a.com · i4a.com
  48. wildapricot.com · wildapricot.com
  49. i4a.com · i4a.com
  50. i4a.com · i4a.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
platforms for small societiesmembership software pricing compa…how to choose and migratebest association management softw…top ams software reviewscontinuing education and certific…wild apricot vs memberclicksevent registration and conferences
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

54 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best association management software for professional societies
REFORMULATION
Google ↗
AI Mode ↗		The user wants a curated list of top-performing software platforms tailored specifically to professional societies.Comparisonbuyers_guidebest association management software3x
of 5
wild apricot vs memberclicks for professional associations
COMPARATIVE
Google ↗
AI Mode ↗		The user wants to compare the features, pros, and cons of two popular membership management platforms.Comparisoncomparison_tablewild apricot vs memberclicks3x
of 5
best membership management software for professional associations
REFORMULATION
Google ↗
AI Mode ↗		Find top-rated software solutions tailored for professional associations and societies.Comparisonreview_roundupbest association management software2x
of 5
imis association management software features
ENTITY EXPANSION
Google ↗
AI Mode ↗		The user wants detailed information about the capabilities of iMIS, a major software vendor in the professional society space.Comparisonproduct_spec_sheettop ams software reviews2x
of 5
professional society membership software platforms
REFORMULATION
Google ↗
AI Mode ↗		The user is looking for an overview of available software platforms designed to manage professional society members.Comparisonweb_articleplatforms for small societies1x
of 5
features needed in professional society membership software
RELATED
Google ↗
AI Mode ↗		The searcher wants to know what specific capabilities to look for when evaluating membership platforms.Comparisonchecklistplatforms for small societies1x
of 5
association management software vs membership management software
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to understand the differences between AMS and general membership software to know which category fits their society.Comparisoncomparison_tablehow to choose and migrate1x
of 5
association management software features
RELATED
Google ↗
AI Mode ↗		Understand the key capabilities and tools included in membership management platforms.Comparisonweb_articlebest association management software1x
of 5
member management platform for professional organizations
REFORMULATION
Google ↗
AI Mode ↗		The user is looking for software platforms designed to handle member databases and engagement.Other / navigationalweb_articleplatforms for small societies1x
of 5
how much does membership management software cost
IMPLICIT
Google ↗
AI Mode ↗		Determine the typical pricing models and budget requirements for membership software.Comparisonpricing_pagemembership software pricing comparison1x
of 5
how to automate membership dues and renewals for associations
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to learn how software can streamline recurring billing and member retention.Instructionhow_to_stepshow to choose and migrate1x
of 5
professional society membership software pricing
RELATED
Google ↗
AI Mode ↗		The user wants to know the typical cost and pricing models for membership management tools.Comparisonpricing_pagemembership software pricing comparison1x
of 5
features needed in software for professional societies
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to know what specific capabilities to look for when evaluating software for their organization.Comparisonchecklistplatforms for small societies1x
of 5
top rated membership management software reviews
COMPARATIVE
Google ↗
AI Mode ↗		The user wants to read user reviews and ratings to evaluate the reliability and satisfaction of different software options.Reasonreview_rounduptop ams software reviews1x
of 5
essential features of association management software
RELATED
Google ↗
AI Mode ↗		The user wants to know what capabilities they should look for in a membership system.Comparisonchecklistbest association management software1x
of 5
wild apricot vs memberclicks
COMPARATIVE
Google ↗
AI Mode ↗		Compare two popular membership management platforms side-by-side.Comparisoncomparison_tablewild apricot vs memberclicks1x
of 5
wild apricot vs memberclicks for professional society
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants a direct comparison between two leading software vendors in the association space.Comparisoncomparison_tablewild apricot vs memberclicks1x
of 5
how much does association management software cost
RELATED
Google ↗
AI Mode ↗		The user wants to understand typical pricing models, setup fees, and ongoing costs for membership software.Reasonpricing_pagemembership software pricing comparison1x
of 5
how to manage continuing education credits for society members
IMPLICIT
Google ↗
AI Mode ↗		The user wants to know how to track and issue continuing education units (CEUs) through software.Instructionhow_to_stepscontinuing education and certification…1x
of 5
imis membership software
ENTITY EXPANSION
Google ↗
AI Mode ↗		Learn about a specific enterprise-level association management software.Other / navigationalproduct_spec_sheettop ams software reviews1x
of 5
membership management software pricing for 500 members
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants to estimate the cost of membership software based on a specific organization size.Comparisonpricing_pagemembership software pricing comparison1x
of 5
imis membership management software review
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants an objective evaluation of a specific enterprise-level association management platform.Reasonreview_rounduptop ams software reviews1x
of 5
affordable membership software for small professional society
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants budget-friendly software options suited for a smaller organization with limited resources.Comparisonpricing_pageplatforms for small societies1x
of 5
how to choose membership software for a professional organization
RELATED
Google ↗
AI Mode ↗		The searcher wants a step-by-step framework for evaluating and selecting the right software.Comparisonbuyers_guidehow to choose and migrate1x
of 5
membership software for small professional society
PERSONALIZED
Google ↗
AI Mode ↗		Find scalable and affordable software suitable for a smaller organization.Other / navigationalbuyers_guideplatforms for small societies1x
of 5
automating membership dues and renewals for nonprofits
IMPLICIT
Google ↗
AI Mode ↗		The user wants to learn how software can streamline billing and recurring membership payments.Reasonweb_articlehow to choose and migrate1x
of 5
essential features for professional society membership software
RELATED
Google ↗
AI Mode ↗		The user wants a list of key capabilities they should look for when evaluating membership management tools.Comparisonchecklistplatforms for small societies1x
of 5
software to track continuing education credits and member dues
IMPLICIT
Google ↗
AI Mode ↗		The user wants software that handles both financial dues collection and continuing education (CEU/CME) tracking.Comparisonproduct_spec_sheetcontinuing education and certification…1x
of 5
membership management software with ceu tracking
IMPLICIT
Google ↗
AI Mode ↗		Find software that supports continuing education unit tracking, a common need for professional societies.Consequenceweb_articlecontinuing education and certification…1x
of 5
membership software with continuing education tracking
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to find software that supports CEU or certification tracking, a common requirement for professional societies.Comparisonproduct_spec_sheetcontinuing education and certification…1x
of 5
membership management software with continuing education tracking
RELATED
Google ↗
AI Mode ↗		The searcher wants to find platforms that support CE credits and certification management.Comparisonproduct_spec_sheetcontinuing education and certification…1x
of 5
how to automate membership renewals for a professional organization
IMPLICIT
Google ↗
AI Mode ↗		The user wants to learn how software can streamline and automate the annual member renewal process.Instructionhow_to_stepshow to choose and migrate1x
of 5
top rated ams for medical and engineering societies
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants software recommendations tailored to specialized, credential-heavy professional industries.Comparisonreview_rounduptop ams software reviews1x
of 5
ams software integration with quickbooks and email marketing
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to ensure the new software will connect seamlessly with their existing accounting and communication tools.Comparisonweb_articletop ams software reviews1x
of 5
what is association management software ams
RELATED
Google ↗
AI Mode ↗		Understand the definition and purpose of Association Management Software.Other / navigationalglossary/definitiontop ams software reviews1x
of 5
top rated ams software reviews
COMPARATIVE
Google ↗
AI Mode ↗		The user wants to read user feedback and ratings for various association management systems.Reasonreview_rounduptop ams software reviews1x
of 5
what is association management software
RELATED
Google ↗
AI Mode ↗		The searcher wants a clear definition of AMS and how it differs from standard CRM tools.Other / navigationalglossary/definitionbest association management software1x
of 5
fonteva vs yourmembership for medical societies
ENTITY EXPANSION
Google ↗
AI Mode ↗		The user wants to compare two enterprise-level AMS platforms specifically used by medical and scientific societies.Comparisoncomparison_tablewild apricot vs memberclicks1x
of 5
how to choose membership management software
RELATED
Google ↗
AI Mode ↗		Get a step-by-step framework for evaluating and selecting the right software.Comparisonchecklisthow to choose and migrate1x
of 5
open source vs commercial association management software
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to weigh the pros and cons of free open-source tools against paid commercial platforms.Comparisoncomparison_tablebest association management software1x
of 5
fonteva membership software for societies
ENTITY EXPANSION
Google ↗
AI Mode ↗		The user wants to see how Fonteva serves the specific needs of professional societies.Comparisoncase_studyplatforms for small societies1x
of 5
memberclicks reviews
ENTITY EXPANSION
Google ↗
AI Mode ↗		Read user feedback and ratings for a specific membership management platform.Reasonforum/qnawild apricot vs memberclicks1x
of 5
membership management software with event registration and dues
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants an all-in-one platform that handles both financial dues and annual conference or event management.Comparisonbuyers_guideevent registration and conferences1x
of 5
yourmembership vs fonteva for professional societies
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to compare two other prominent association management platforms.Comparisoncomparison_tablewild apricot vs memberclicks1x
of 5
membership management software for small professional society
PERSONALIZED
Google ↗
AI Mode ↗		The user is looking for lightweight, scalable software suited for an organization with limited staff and members.Comparisonbuyers_guideplatforms for small societies1x
of 5
membership management software for medical or engineering societies
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants to see examples of software working for specialized, credential-heavy professional societies.Comparisoncase_studyplatforms for small societies1x
of 5
imis vs fonteva for large professional societies
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to compare enterprise-level association software options.Comparisoncomparison_tabletop ams software reviews1x
of 5
membership management software vs crm
COMPARATIVE
Google ↗
AI Mode ↗		Understand the difference between dedicated membership software and a general CRM.Comparisonweb_articlehow to choose and migrate1x
of 5
affordable membership management software for small professional society
PERSONALIZED
Google ↗
AI Mode ↗		The user is looking for budget-friendly software options suited for a smaller organization with limited staff.Comparisonbuyers_guideplatforms for small societies1x
of 5
average cost of association management software
RELATED
Google ↗
AI Mode ↗		The searcher wants to understand typical pricing models and budget requirements for this software category.Reasonpricing_pagemembership software pricing comparison1x
of 5
enterprise association management software for large scientific society
PERSONALIZED
Google ↗
AI Mode ↗		The user wants to see scalable software solutions capable of handling complex, large-scale scientific society operations.Comparisoncase_studybest association management software1x
of 5
affordable membership software for medical society
PERSONALIZED
Google ↗
AI Mode ↗		The user wants cost-effective software tailored to the specific compliance and event needs of a medical society.Comparisonpricing_pageplatforms for small societies1x
of 5
migrating to new membership management software
IMPLICIT
Google ↗
AI Mode ↗		Learn about the process and challenges of moving member data to a new system.Comparisonhow_to_stepshow to choose and migrate1x
of 5
questions to ask when buying membership software
RELATED
Google ↗
AI Mode ↗		The searcher wants a list of vetting questions to ask vendors during software demos.Reasonfaq_pagehow to choose and migrate1x
of 5

Tokens & cost

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

ModelWhatRequestsInput tokensOutput tokensWeb searchesEst. cost
gemini-4-hydrogenReal-search passes367210,6665,842 thinking15$0.291
gemini-4-hydrogenSimulated passes55,0959,7492,384 thinking—$0.081
gpt-6.1-terraReal-search passes359,4321,864601 thinking22$0.220
gpt-6.1-terraSimulated passes52,9456,823241 thinking——
gemini-3.5-flash-liteNaming clusters1962233—$0.0009
Total1769,10629,33537$0.593+ 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.

0306012345
GeminiOpenAIx = pass, y = cumulative unique queries
ModelPassTargetGeneratedSecondsTokens (in / out)Notes
gemini-4-hydrogen · real search1—531.2224 / 3,019 · 5 searches
gemini-4-hydrogen · real search2—419.1224 / 3,128 · 4 searches
gemini-4-hydrogen · real search3—635.5224 / 4,519 · 6 searches
gemini-4-hydrogen1121210.21,019 / 2,069
gemini-4-hydrogen212129.91,019 / 2,148
gemini-4-hydrogen312127.01,019 / 1,371
gemini-4-hydrogen4121210.51,019 / 2,014
gemini-4-hydrogen5121210.31,019 / 2,147
gpt-6.1-terra · real search1—813.521,415 / 614 · 8 searches
gpt-6.1-terra · real search2—813.220,978 / 659 · 8 searches
gpt-6.1-terra · real search3—613.217,039 / 591 · 6 searches
gpt-6.1-terra1141416.5589 / 1,369
gpt-6.1-terra2141416.5589 / 1,348
gpt-6.1-terra3141417.0589 / 1,394
gpt-6.1-terra4141416.4589 / 1,353
gpt-6.1-terra5141416.5589 / 1,359