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Fan-out rungAX5ooTYsagcompleteAI OverviewB2B software · accounting software

What is the best association management software for a small association?

Geminigemini-4-hydrogenOpenAIgpt-6.1-terra5 passes + 3 real-search143 queries26m ago
Run againSearch the index
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Gemini unique queries
46
4 in ≥ half the passes · stability 26%
OpenAI unique queries
51
5 in ≥ half the passes · stability 27%
Overlap between models
21%
10 shared of 47 distinct sub-queries
Gemini real searches predicted
24%
5 of 21 matched the simulation
OpenAI real searches predicted
24%
6 of 25 matched the simulation
Cost of this run
$0.764
104,159 tokens · 49 web searches · on your keys

Side by side

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

50% of distinct sub-queries were generated by both models (semantic match ≥ 0.935 cosine, EmbeddingGemma 2).
Only Gemini Both Only OpenAI
Only Gemini0
Both models5
best association management software for small nonprofits ↗4x
top ams software for small associations ↗2x
best association management software for small associations ↗5x
affordable association management software for small nonprofits ↗3x
top small association management software reviews ↗2x
how to choose association management software ↗4x
how to choose association management software for a small association ↗2x
essential features of association management software ↗3x
what features should a small association look for in management software ↗3x
wild apricot vs memberclicks for small associations ↗3x
wild apricot vs memberclicks for small association ↗2x
wild apricot reviews for small associations ↗2x
wild apricot vs memberclicks for small associations ↗2x
cheapest association management software ↗2x
memberclicks association management software for small associations ↗3x
Only OpenAI5
association management software pricing for small organizations
3xRELATEDpricing_pageGoogle ↗
small association management software pricing comparison
2xIMPLICITcomparison_tableGoogle ↗
easy association management software for volunteer run organizations
2xPERSONALIZEDbuyers_guideGoogle ↗
wild apricot association management software features and pricing
2xENTITY EXPANSIONpricing_pageGoogle ↗
all in one association management software vs separate membership and event tools
2xCOMPARATIVEcomparison_tableGoogle ↗

Fan-out diagram

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

SEED QUERY
What is the best association management software for a small association?
46 unique queries · 5 passes
features and pricing guide
5 queries · 15 hits
best association management software for small nonprofits4xGoogle ↗
REFORMULATIONComparison
how to choose association management software4xGoogle ↗
IMPLICITComparison
essential features of association management software3xGoogle ↗
RELATEDComparison
top ams software for small associations2xGoogle ↗
REFORMULATIONComparison
cheapest association management software2xGoogle ↗
IMPLICITComparison
software comparisons and reviews
3 queries · 7 hits
wild apricot vs memberclicks for small associations3xGoogle ↗
COMPARATIVEComparison
wild apricot vs memberclicks for small association2xGoogle ↗
COMPARATIVEComparison
wild apricot reviews for small associations2xGoogle ↗
ENTITY EXPANSIONReason

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 (46)OpenAI simulated (51)Gemini real searches (21)OpenAI real searches (25)
Short factOther / navigational4%4%38%88%Comparison83%82%48%12%Consequence10%Reason11%8%5%DefinitionInstruction2%2%Yes / no4%

Classes come from the query-classifier (a local Laya model). 80 of 143 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.

Gemini21 real searches · gemini-4-hydrogen24% predicted
ClubExpress pricing 2026 Google ↗
closestgrowthzone pricing and features0.853
best association management software small associations 2026 Google ↗
simulatedbest association management software for small nonprofits0.960
top AMS for small nonprofits associations 2025 2026 Google ↗
closesttop ams platforms for small associations0.917
top AMS for small associations pricing features 2025 2026 Google ↗
closesttop ams software for small associations0.907
best association management software for small associations 2026 Google ↗
simulatedbest association management software for small nonprofits0.964
best membership management software small associations 2025 2026 Google ↗
simulatedbest association management software for small nonprofits0.943
WildApricot pricing 2026 pros cons small association Google ↗
closestwild apricot vs memberclicks for small association0.914
MemberPlanet vs Join It vs WildApricot 2026 Google ↗
closestjoin it vs wild apricot0.928
Join It vs WildApricot vs MemberClicks small association 2026 Google ↗
closestjoin it vs wild apricot0.932
ClubExpress vs WildApricot vs Join It vs MemberLeap 2026 Google ↗
closestjoin it vs wild apricot0.918
WildApricot pricing 2026 pros cons Google ↗
closestwild apricot pricing and features0.921
WildApricot pricing 2026 review pros cons Google ↗
closestwild apricot pricing and reviews0.933
"MemberLeap" pricing features 2026 Google ↗
closestgrowthzone pricing and features0.859
ClubExpress vs WildApricot 2026 Google ↗
closestjoin it vs wild apricot0.890
GrowthZone MemberClicks pricing 2026 Google ↗
closestgrowthzone pricing and features0.917
"Join It" pricing features 2026 association Google ↗
closestaffordable association management software pricing0.871
GrowthZone pricing 2026 Google ↗
simulatedgrowthzone pricing and features0.941
Join It pricing 2026 features Google ↗
closestgrowthzone pricing and features0.877
"MemberClicks" vs "GrowthZone" small association pricing 2026 Google ↗
simulatedmemberclicks vs growthzone0.935
MembershipWorks pricing 2026 Google ↗
closestaffordable association management software pricing0.868
Zeffy membership management 501c6 association Google ↗
closesthow to manage membership dues and events for a small association0.881
  1. supamaritime.com · vertexaisearch.cloud.google.com
  2. wildapricot.com · vertexaisearch.cloud.google.com
  3. coveyhq.com · vertexaisearch.cloud.google.com
  4. findjoo.com · vertexaisearch.cloud.google.com
  5. softwareadvice.com · vertexaisearch.cloud.google.com
  6. joinit.com · vertexaisearch.cloud.google.com
  7. g2.com · vertexaisearch.cloud.google.com
  8. kannect.co · vertexaisearch.cloud.google.com
  9. joinit.com · vertexaisearch.cloud.google.com
  10. clubexpress.com · vertexaisearch.cloud.google.com
  11. clubexpress.com · vertexaisearch.cloud.google.com
  12. g2.com · vertexaisearch.cloud.google.com
  13. clubexpress.com · vertexaisearch.cloud.google.com
  14. capterra.com · vertexaisearch.cloud.google.com
  15. converve.com · vertexaisearch.cloud.google.com
  16. kannect.co · vertexaisearch.cloud.google.com
  17. communa.app · vertexaisearch.cloud.google.com
  18. g2.com · vertexaisearch.cloud.google.com
  19. coveyhq.com · vertexaisearch.cloud.google.com
  20. joinit.com · vertexaisearch.cloud.google.com
  21. softwareadvice.com · vertexaisearch.cloud.google.com
  22. i4a.com · vertexaisearch.cloud.google.com
  23. group.app · vertexaisearch.cloud.google.com
  24. membershipworks.com · vertexaisearch.cloud.google.com
  25. membershipworks.com · vertexaisearch.cloud.google.com
  26. membershipworks.com · vertexaisearch.cloud.google.com
  27. membershipworks.com · vertexaisearch.cloud.google.com
  28. converve.com · vertexaisearch.cloud.google.com
  29. youtube.com · vertexaisearch.cloud.google.com
  30. orgo.space · vertexaisearch.cloud.google.com
  31. coveyhq.com · vertexaisearch.cloud.google.com
  32. coveyhq.com · vertexaisearch.cloud.google.com
  33. veldun.com · vertexaisearch.cloud.google.com
  34. findjoo.com · vertexaisearch.cloud.google.com
  35. clubexpress.com · vertexaisearch.cloud.google.com
  36. clubexpress.com · vertexaisearch.cloud.google.com
  37. g2.com · vertexaisearch.cloud.google.com
  38. clubexpress.com · vertexaisearch.cloud.google.com
  39. capterra.com · vertexaisearch.cloud.google.com
  40. joinit.com · vertexaisearch.cloud.google.com
  41. getapp.com · vertexaisearch.cloud.google.com
  42. g2.com · vertexaisearch.cloud.google.com
  43. memberday.com · vertexaisearch.cloud.google.com
  44. zeffy.com · vertexaisearch.cloud.google.com
  45. zeffy.com · vertexaisearch.cloud.google.com
  46. reddit.com · vertexaisearch.cloud.google.com
  47. rfp.wiki · vertexaisearch.cloud.google.com
  48. capterra.com · vertexaisearch.cloud.google.com
  49. g2.com · vertexaisearch.cloud.google.com
  50. growthzone.com · vertexaisearch.cloud.google.com
OpenAI25 real searches · gpt-6.1-terra24% predicted
best association management software small associations 2026 WildApricot membership pricing Google ↗
simulatedassociation management software pricing for small organizations0.954
best association management software small association WildApricot Glue Up 2026 pricing Google ↗
simulatedwildapricot association management software features and pricing0.943
best association management software small association WildApricot membership pricing 2026 Google ↗
simulatedwildapricot association management software features and pricing0.954
site:wildapricot.com pricing membership software 2026 plans contacts Google ↗
closestwildapricot association management software features and pricing0.922
site:wildapricot.com pricing membership software plans 2026 Google ↗
closestwildapricot association management software features and pricing0.927
site:wildapricot.com pricing membership management 2026 Google ↗
closestwildapricot association management software features and pricing0.925
site:joinit.com pricing association membership software Google ↗
closestmembershipworks association management software pricing and features0.918
site:joinit.com pricing membership management association Google ↗
closestmembershipworks association management software pricing and features0.909
site:memberleap.com pricing membership software small associations Google ↗
simulatedfree or low cost membership management software for small associations0.938
site:memberleap.com pricing association management software Google ↗
simulatedmembershipworks association management software pricing and features0.937
site:joinit.com pricing membership software organization members Google ↗
closestmembershipworks association management software pricing and features0.905
site:memberplanet.com association management software pricing Google ↗
simulatedmembershipworks association management software pricing and features0.950
site:zeffy.com pricing nonprofit membership 100% free Google ↗
closestbest free or low cost membership management software for associations0.876
site:joinit.com pricing membership 29 250 members Google ↗
closestmembershipworks association management software pricing and features0.874
site:joinit.com pricing membership management $29 Google ↗
closestmembershipworks association management software pricing and features0.884
site:raklet.com pricing free 100 contacts association Google ↗
closestaffordable association management software for under 100 members0.885
site:joinit.com pricing $29 starter members transaction fee Google ↗
closestmembershipworks association management software pricing and features0.852
site:raklet.com pricing free 100 contacts 49 membership Google ↗
closestaffordable association management software for under 100 members0.875
site:raklet.com pricing free 100 contacts membership Google ↗
closestaffordable association management software for under 100 members0.872
site:wildapricot.com pricing payment processing fees external payment gateway 20% Google ↗
closestwildapricot association management software features and pricing0.888
site:glueup.com pricing professional 3000 association Google ↗
closestmembershipworks association management software pricing and features0.878
site:clubexpress.com pricing membership association monthly minimum Google ↗
closestmembershipworks association management software pricing and features0.900
site:wildapricot.com pricing 66 100 contacts payment fee Google ↗
closestwild apricot association management features and pricing0.892
site:wildapricot.com pricing payment processing fees contacts lapsed Google ↗
closestwildapricot association management software features and pricing0.883
site:joinit.com pricing membership starter 250 members Google ↗
closestassociation management software for under 500 members0.857
  1. softwareadvice.com · softwareadvice.com
  2. statwharf.com · statwharf.com
  3. capterra.com · capterra.com
  4. velotouch.com · velotouch.com
  5. wildapricot.com · wildapricot.com
  6. fullroster.co · fullroster.co
  7. plugroute.com · plugroute.com
  8. group.app · group.app
  9. i4a.com · i4a.com
  10. capterra.com · capterra.com
  11. joinit.com · joinit.com
  12. associations.com · associations.com
  13. memberclicks.com · memberclicks.com
  14. ellipsispartners.com · ellipsispartners.com
  15. cdn.featuredcustomers.com · cdn.featuredcustomers.com
  16. wildapricot.com · wildapricot.com
  17. growthzone.com · growthzone.com
  18. mspcost.com · mspcost.com
  19. reddit.com · reddit.com
  20. reddit.com · reddit.com
  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. en.wikipedia.org · en.wikipedia.org
  30. reddit.com · reddit.com
  31. reddit.com · reddit.com
  32. techradar.com · techradar.com
  33. techradar.com · techradar.com
  34. techradar.com · techradar.com
  35. techradar.com · techradar.com
  36. techradar.com · techradar.com
  37. joinit.com · joinit.com
  38. joinit.com · joinit.com
  39. joinit.com · joinit.com
  40. joinit.com · joinit.com
  41. joinit.com · joinit.com
  42. help.raklet.com · help.raklet.com
  43. joinit.com · joinit.com
  44. joinit.com · joinit.com
  45. raklet.com · raklet.com
  46. joinit.com · joinit.com
  47. joinit.com · joinit.com
  48. cdn.wildapricot.com · cdn.wildapricot.com
  49. glueup.com · glueup.com
  50. wildapricot.com · wildapricot.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
features and pricing guidesoftware comparisons and reviews
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

46 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best association management software for small nonprofits
REFORMULATION
Google ↗
AI Mode ↗		The user wants a curated list of top-rated AMS tools tailored for small nonprofit organizations.Comparisonreview_roundupfeatures and pricing guide4x
of 5
how to choose association management software
IMPLICIT
Google ↗
AI Mode ↗		The user wants a step-by-step process for evaluating and selecting an AMS.Comparisonhow_to_stepsfeatures and pricing guide4x
of 5
wild apricot vs memberclicks for small associations
COMPARATIVE
Google ↗
AI Mode ↗		The user wants to compare two leading AMS platforms to see which fits a small association better.Comparisoncomparison_tablesoftware comparisons and reviews3x
of 5
essential features of association management software
RELATED
Google ↗
AI Mode ↗		The user wants to know what core capabilities an AMS should include.Comparisonchecklistfeatures and pricing guide3x
of 5
top ams software for small associations
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants to find leading association management systems using the industry acronym AMS.Comparisonbuyers_guidefeatures and pricing guide2x
of 5
wild apricot vs memberclicks for small association
COMPARATIVE
Google ↗
AI Mode ↗		The user wants to compare two of the most popular AMS options for small associations side by side.Comparisoncomparison_tablesoftware comparisons and reviews2x
of 5
cheapest association management software
IMPLICIT
Google ↗
AI Mode ↗		The user wants to find budget-friendly or low-cost AMS options.Comparisonpricing_pagefeatures and pricing guide2x
of 5
wild apricot reviews for small associations
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants real user feedback on a specific, popular small-association software.Reasonreview_roundupsoftware comparisons and reviews2x
of 5
top association management software for small nonprofits
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants a curated list of the highest-rated AMS platforms tailored to small organizations.Comparisonreview_roundupfeatures and pricing guide1x
of 5
top ams platforms for small associations
REFORMULATION
Google ↗
AI Mode ↗		The user is looking for leading Association Management Software (AMS) platforms suited for smaller member bases.Comparisonbuyers_guidefeatures and pricing guide1x
of 5
best ams platforms for small associations
REFORMULATION
Google ↗
AI Mode ↗		The searcher is looking for recommendations using the industry-standard acronym AMS.Comparisonbuyers_guidefeatures and pricing guide1x
of 5
top ams platforms for small organizations
REFORMULATION
Google ↗
AI Mode ↗		The user is looking for industry-standard software solutions using the common acronym AMS.Comparisonreview_roundupfeatures and pricing guide1x
of 5
affordable association management software pricing
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to understand the cost and pricing tiers of AMS platforms suitable for a small budget.Comparisonpricing_pagefeatures and pricing guide1x
of 5
association management software pricing for small organizations
RELATED
Google ↗
AI Mode ↗		The searcher wants to understand typical costs and pricing tiers for small-scale AMS.Comparisonpricing_pagefeatures and pricing guide1x
of 5
best affordable association management software comparison
COMPARATIVE
Google ↗
AI Mode ↗		Evaluate budget-friendly AMS options against each other.Comparisoncomparison_tablefeatures and pricing guide1x
of 5
how to manage membership dues and events for a small association
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to solve the underlying operational tasks that necessitate buying an AMS.Instructionhow_to_stepsfeatures and pricing guide1x
of 5
wild apricot pricing and features for small groups
ENTITY EXPANSION
Google ↗
AI Mode ↗		Check the exact cost and capabilities of Wild Apricot for a small member count.Reasonpricing_pagesoftware comparisons and reviews1x
of 5
wild apricot pricing and reviews
ENTITY EXPANSION
Google ↗
AI Mode ↗		The user wants detailed cost and user feedback information on Wild Apricot, a leading small-association AMS.Reasonpricing_pagesoftware comparisons and reviews1x
of 5
what is association management software
IMPLICIT
Google ↗
AI Mode ↗		The searcher may need a foundational understanding of what an AMS does compared to general tools.Other / navigationalglossary/definitionfeatures and pricing guide1x
of 5
memberclicks features for small associations
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to see what specific capabilities MemberClicks offers for smaller groups.Comparisonproduct_spec_sheetfeatures and pricing guide1x
of 5
wild apricot pricing and features
ENTITY EXPANSION
Google ↗
AI Mode ↗		The user wants specific details about Wild Apricot's cost and capabilities.Reasonproduct_spec_sheetsoftware comparisons and reviews1x
of 5
growthzone vs yourmembership for small associations
ENTITY EXPANSION
Google ↗
AI Mode ↗		Evaluate whether GrowthZone or YourMembership is a better fit for a smaller organization.Comparisoncomparison_tablesoftware comparisons and reviews1x
of 5
memberclicks vs growthzone
COMPARATIVE
Google ↗
AI Mode ↗		The user wants to see how MemberClicks and GrowthZone compare in terms of features and suitability.Comparisoncomparison_tablesoftware comparisons and reviews1x
of 5
essential features needed in association management software
IMPLICIT
Google ↗
AI Mode ↗		Understand what core capabilities to look for before purchasing an AMS.Comparisonchecklistfeatures and pricing guide1x
of 5
what features do small associations need in ams
RELATED
Google ↗
AI Mode ↗		The searcher wants to know which core features are essential before choosing a platform.Comparisonchecklistfeatures and pricing guide1x
of 5
memberplanet reviews for small clubs
ENTITY EXPANSION
Google ↗
AI Mode ↗		The user wants to read real user feedback on MemberPlanet for small groups.Reasonreview_roundupsoftware comparisons and reviews1x
of 5
how much does association management software cost for small organizations
IMPLICIT
Google ↗
AI Mode ↗		Determine the typical budget required to implement and maintain an AMS.Comparisonpricing_pagefeatures and pricing guide1x
of 5
association management software for 100 members
PERSONALIZED
Google ↗
AI Mode ↗		The user wants software recommendations specifically scaled for a very small membership size of around 100 people.Comparisonbuyers_guidefeatures and pricing guide1x
of 5
ams vs crm for small nonprofits
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to know whether they need a dedicated AMS or if a standard CRM is sufficient.Comparisonweb_articlefeatures and pricing guide1x
of 5
best ams for a 500 member association
PERSONALIZED
Google ↗
AI Mode ↗		The user wants recommendations tailored to a specific, small-to-midsize membership count.Comparisonforum/qnafeatures and pricing guide1x
of 5
best ams for volunteer run association
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants software that is easy to use for an association with no dedicated IT or full-time staff.Comparisonbuyers_guidefeatures and pricing guide1x
of 5
free or open source association management software
RELATED
Google ↗
AI Mode ↗		Find zero-cost or open-source alternatives to commercial AMS platforms.Comparisonweb_articlefeatures and pricing guide1x
of 5
growthzone pricing and features
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants specific details about another well-known AMS provider.Comparisonproduct_spec_sheetsoftware comparisons and reviews1x
of 5
reddit best association management software small
RELATED
Google ↗
AI Mode ↗		The user wants candid, real-world opinions and experiences from other small association managers.Comparisonforum/qnafeatures and pricing guide1x
of 5
free association management software options
RELATED
Google ↗
AI Mode ↗		The user wants to know if there are completely free AMS tools available.Comparisonweb_articlefeatures and pricing guide1x
of 5
free or low cost association management software
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to find free or very cheap alternatives to paid AMS platforms.Comparisoncomparison_tablefeatures and pricing guide1x
of 5
affordable association management software for volunteer run groups
PERSONALIZED
Google ↗
AI Mode ↗		The searcher is looking for low-cost, low-maintenance options suited for teams without dedicated IT staff.Comparisonbuyers_guidefeatures and pricing guide1x
of 5
association management software comparison chart
COMPARATIVE
Google ↗
AI Mode ↗		The user wants a visual or tabular overview comparing multiple AMS vendors.Comparisoncomparison_tablefeatures and pricing guide1x
of 5
join it vs wild apricot
ENTITY EXPANSION
Google ↗
AI Mode ↗		The user wants to compare Join It, a lightweight membership tool, against Wild Apricot.Comparisoncomparison_tablesoftware comparisons and reviews1x
of 5
association management software reddit
RELATED
Google ↗
AI Mode ↗		The searcher wants candid, peer-to-peer recommendations from other association managers.Other / navigationalforum/qnafeatures and pricing guide1x
of 5
best association management software for volunteer run association
PERSONALIZED
Google ↗
AI Mode ↗		Find an AMS that is simple enough for unpaid volunteers to manage without dedicated IT staff.Comparisonforum/qnafeatures and pricing guide1x
of 5
easy to use ams for small professional association
PERSONALIZED
Google ↗
AI Mode ↗		Identify user-friendly software tailored to a small professional or trade group.Comparisonreview_roundupfeatures and pricing guide1x
of 5
do i need association management software for a small group
IMPLICIT
Google ↗
AI Mode ↗		The user wants to know if investing in an AMS is worth it for a very small organization.Comparisonfaq_pagefeatures and pricing guide1x
of 5
free association management software for small clubs
PERSONALIZED
Google ↗
AI Mode ↗		The user is looking for zero-cost software options suitable for a very small or volunteer-run club.Comparisonreview_roundupfeatures and pricing guide1x
of 5
glue up vs neon one for small associations
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare two other prominent AMS platforms aimed at growing associations.Comparisoncomparison_tablesoftware comparisons and reviews1x
of 5
easy to use membership software for small trade associations
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants candid recommendations for user-friendly software tailored to a specific type of small association.Comparisonforum/qnafeatures and pricing guide1x
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 passes368712,1796,341 thinking24$0.428
gemini-4-hydrogenSimulated passes55,13510,3843,423 thinking—$0.086
gpt-6.1-terraReal-search passes363,6841,747657 thinking25$0.250
gpt-6.1-terraSimulated passes52,9856,990191 thinking——
gemini-3.5-flash-liteNaming clusters130266—$0.0003
Total1772,79331,36649$0.764+ 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.

0265112345
GeminiOpenAIx = pass, y = cumulative unique queries
ModelPassTargetGeneratedSecondsTokens (in / out)Notes
gemini-4-hydrogen · real search1—825.3229 / 4,050 · 8 searches
gemini-4-hydrogen · real search2—930.2229 / 4,732 · 9 searches
gemini-4-hydrogen · real search3—720.2229 / 3,397 · 7 searches
gemini-4-hydrogen112129.31,027 / 2,019
gemini-4-hydrogen2121210.31,027 / 2,142
gemini-4-hydrogen3121211.31,027 / 2,167
gemini-4-hydrogen4121210.11,027 / 2,018
gemini-4-hydrogen512129.91,027 / 2,038
gpt-6.1-terra · real search1—812.721,056 / 585 · 8 searches
gpt-6.1-terra · real search2—814.621,336 / 595 · 8 searches
gpt-6.1-terra · real search3—913.521,292 / 567 · 9 searches
gpt-6.1-terra1141417.0597 / 1,416
gpt-6.1-terra2141416.9597 / 1,398
gpt-6.1-terra3141417.2597 / 1,408
gpt-6.1-terra4141416.8597 / 1,385
gpt-6.1-terra5141416.6597 / 1,383