Fan-out runvgod5PC434QcompleteAI Overview
Association management software for an AMC managing multiple client associations
Geminigemini-4-hydrogenOpenAIgpt-6.1-terra5 passes + 3 real-search165 queries17m ago
Download run
Gemini unique queries
54
0 in ≥ half the passes · stability 22%
OpenAI unique queries
62
1 in ≥ half the passes · stability 23%
Overlap between models
17%
12 shared of 71 distinct sub-queries
Gemini real searches predicted
38%
14 of 37 matched the simulation
OpenAI real searches predicted
100%
12 of 12 matched the simulation
Cost of this run
$0.836
98,097 tokens · 50 web searches · on your keys
Side by side
The same idea worded differently counts as shared. Matching uses EmbeddingGemma 2 similarity.
10% of distinct sub-queries were generated by both models (semantic match ≥ 0.935 cosine, EmbeddingGemma 2).
Only Gemini Both Only OpenAI
Only Gemini5
multi-tenant association management software for AMCs
features needed in AMS for managing multiple associations
best AMS for association management companies
top AMS platforms for AMCs compared
association management software for small amc with 5 clients
Both models1
Only OpenAI4
best ams platforms for managing multiple associations
association management software for multiple clients pricing and implementation costs
association management software separate accounting and reporting for each client
association management software integrations accounting email and payment processing
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Association management software for an AMC managing multiple client associations
54 unique queries · 5 passes
best ams software for amcs
3 queries · 6 hits
managing multiple associations on one a…
2 queries · 4 hits
specific ams vendor comparisons
1 query · 2 hits
top AMS platforms for AMCs compared2xGoogle ↗
COMPARATIVE
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 165 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.
Gemini37 real searches · gemini-4-hydrogen38% predicted
"iMIS" "association management company" OR "AMC" multi client Google ↗
best association management software for AMCs multi client Google ↗
AMS for association management companies 2025 2026 Google ↗
AMS for association management companies multi-tenant Google ↗
best association management software for AMCs multi tenant Google ↗
best association management software for AMCs multiple clients 2025 2026 Google ↗
AMC association management software 2025 2026 Google ↗
"AMC" OR "association management company" "Novi AMS" OR "iMIS" OR "Fonteva" OR "Rhythm" OR "YourMembership" Google ↗
"association management software" "AMCs" multiple client associations Google ↗
AMC Institute technology partners AMS Google ↗
"Association Management Company" AMS partner program software Google ↗
"association management company" AMS multi-tenant OR "multiple clients" Google ↗
"Association Management Company" OR "AMC" AMS partner program multi-client Google ↗
"Novi AMS" AMC OR "Association Management Company" Google ↗
"AMC" association management software "Novi" OR "MemberClicks" OR "iMIS" OR "GrowthZone" OR "Vieth" Google ↗
"Glue Up" OR "MemberSuite" OR "Novi AMS" "association management company" OR "AMC" Google ↗
"WildApricot" OR "ClubExpress" "association management company" multiple clients Google ↗
"iMIS" OR "MemberLeap" OR "Rhythm" OR "YourMembership" "AMC" association management company Google ↗
"MemberClicks" OR "Glue Up" OR "ClubExpress" "AMC" "association management company" Google ↗
"Novi AMS" "association management company" OR "AMC" Google ↗
"MemberLeap" OR "MemberSuite" OR "Impexium" OR "Wicket" "AMC" OR "association management company" Google ↗
"Novi AMS" "association management companies" OR "AMC" Google ↗
GrowthZone MemberSuite acquisition Google ↗
"GrowthZone" "MemberSuite" AMC OR "Association Management Company" Google ↗
"MemberLeap" OR "Vieth Consulting" "association management company" OR "AMC" Google ↗
"re:Members" AMS AMC OR "association management company" Google ↗
"AMCI" "technology partner" OR "AMS" AMC Google ↗
"StarChapter" OR "SilkStart" "association management company" AMC Google ↗
"iMIS" "AMC" partner program Google ↗
"re:Members" Impexium Protech Google ↗
"GrowthZone" AMC "one screen" OR "multiple associations" Google ↗
site:amcinstitute.org "Strategic Partners" AMS Google ↗
"MemberClicks" "Personify" AMC partner OR multiple clients Google ↗
"StarChapter" OR "WildApricot" OR "Glue Up" "AMC" "association management company" Google ↗
"MemberClicks" "Momentive Software" Google ↗
"iMIS" AMC "association management company" Google ↗
"Momentive Software" "Personify" "MemberClicks" Google ↗
- associationsonline.com · vertexaisearch.cloud.google.com
- parthenonmgmt.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- memberclicks.com · vertexaisearch.cloud.google.com
- yourmembership.com · vertexaisearch.cloud.google.com
- momentivesoftware.com · vertexaisearch.cloud.google.com
- yourmembership.com · vertexaisearch.cloud.google.com
- yourmembership.com · vertexaisearch.cloud.google.com
- imis.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- rhythmsoftware.com · vertexaisearch.cloud.google.com
- joinit.com · vertexaisearch.cloud.google.com
- raklet.com · vertexaisearch.cloud.google.com
- fonteva.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- maplelms.com · vertexaisearch.cloud.google.com
- himalayas.app · vertexaisearch.cloud.google.com
- g2.com · vertexaisearch.cloud.google.com
- myassociationswest.org · vertexaisearch.cloud.google.com
- noviams.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- featuredcustomers.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- memberclicks.com · vertexaisearch.cloud.google.com
- memberclicks.net · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- amcinstitute.org · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- meloraconnect.com · vertexaisearch.cloud.google.com
- rhythmsoftware.com · vertexaisearch.cloud.google.com
- raklet.com · vertexaisearch.cloud.google.com
- raklet.com · vertexaisearch.cloud.google.com
- momentivesoftware.com · vertexaisearch.cloud.google.com
- 83creative.com · vertexaisearch.cloud.google.com
- wildapricot.com · vertexaisearch.cloud.google.com
- memberclicks.com · vertexaisearch.cloud.google.com
- anygen.io · vertexaisearch.cloud.google.com
- amcinstitute.org · vertexaisearch.cloud.google.com
- noviams.com · vertexaisearch.cloud.google.com
- tradewing.com · vertexaisearch.cloud.google.com
- noviams.com · vertexaisearch.cloud.google.com
OpenAI12 real searches · gpt-6.1-terra100% predicted
association management software association management company AMC multiple client associations multitenant software Google ↗
association management software association management companies multiple client associations multi tenant AMC Google ↗
association management software association management companies AMC multiple associations single database multi tenant Google ↗
association management company software multiple associations AMC client accounting member management pricing Google ↗
association management software AMC multiple associations client management platform pricing Google ↗
best association management software association management company manage multiple client associations AMC Google ↗
association management software AMC multiple association clients multi tenant member suite iMIS Google ↗
association management software AMC multiple associations pricing membership management Google ↗
site:growthzone.com pricing AMC association management software monthly Google ↗
site:internet4associations.org pricing AMC management software membership Google ↗
site:associationsonline.com pricing association management software Google ↗
site:rhythmsoftware.com AMC association management pricing accounting Google ↗
- joynams.com · joynams.com
- associationsonline.com · associationsonline.com
- capterra.com · capterra.com
- memberrun.com · memberrun.com
- remembers.com · remembers.com
- fullroster.co · fullroster.co
- archive.csmfo.org · archive.csmfo.org
- rhythmsoftware.com · rhythmsoftware.com
- i4a.com · i4a.com
- internet4associations.org · internet4associations.org
- i4a.com · i4a.com
- memberrun.com · memberrun.com
- peakreachms.com · peakreachms.com
- amcinstitute.org · amcinstitute.org
- cms1files.revize.com · cms1files.revize.com
- cdn2.hubspot.net · cdn2.hubspot.net
- starchapter.com · starchapter.com
- iibec.org · iibec.org
- reddit.com · reddit.com
- reddit.com · reddit.com
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- reddit.com · reddit.com
- en.wikipedia.org · en.wikipedia.org
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- techradar.com · techradar.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- techradar.com · techradar.com
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- techradar.com · techradar.com
- techradar.com · techradar.com
- en.wikipedia.org · en.wikipedia.org
- itpro.com · itpro.com
- associationsonline.com · associationsonline.com
- internet4associations.org · internet4associations.org
- joynams.com · joynams.com
- memberrun.com · memberrun.com
- rhythmsoftware.com · rhythmsoftware.com
- statwharf.com · statwharf.com
- mysaasjourney.com · mysaasjourney.com
- i4a.com · i4a.com
- capterra.com · capterra.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
SimulatedReal searchBoth models
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 / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best association management software for AMCs REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants a curated list of top-rated AMS platforms specifically suited for association management companies. | — | buyers_guide | best ams software for amcs | 2x of 5 | |
multi-tenant association management software for AMCs REFORMULATION | Google ↗ AI Mode ↗ | Find software platforms specifically architected to handle multiple separate association clients under one login. | — | buyers_guide | best ams software for amcs | 2x of 5 | |
best AMS for association management companies REFORMULATION | Google ↗ AI Mode ↗ | Discover top-rated association management software tailored to AMC workflows. | — | review_roundup | managing multiple associations on one a… | 2x of 5 | |
features needed in AMS for managing multiple associations RELATED | Google ↗ AI Mode ↗ | The searcher wants to know which specific software capabilities are essential for running multiple client associations efficiently. | — | checklist | managing multiple associations on one a… | 2x of 5 | |
top AMS platforms for AMCs compared COMPARATIVE | Google ↗ AI Mode ↗ | Compare leading association management systems side by side on AMC-specific criteria. | — | comparison_table | specific ams vendor comparisons | 2x of 5 | |
association management software for small amc with 5 clients PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants software recommendations scaled for a smaller AMC managing around five client associations. | — | buyers_guide | best ams software for amcs | 2x of 5 | |
association management software for amcs REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants an overview of association management software tailored specifically for Association Management Companies. | — | web_article | best ams software for amcs | 1x of 5 | |
best ams software for association management companies REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants a curated list of top association management software tailored to AMCs. | — | buyers_guide | best ams software for amcs | 1x of 5 | |
multi-tenant ams software for association management companies REFORMULATION | Google ↗ AI Mode ↗ | The searcher is looking for software that supports managing multiple separate client organizations from a single backend. | — | product_spec_sheet | best ams software for amcs | 1x of 5 | |
multi-tenant AMS for association management companies REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants to find AMS platforms built with multi-tenant architecture to handle separate client organizations. | — | product_spec_sheet | managing multiple associations on one a… | 1x of 5 | |
multi-tenant association management software features IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know what technical capabilities allow one system to manage multiple independent associations. | — | product_spec_sheet | multi client ams features and accounting | 1x of 5 | |
AMC software features for managing multiple associations RELATED | Google ↗ AI Mode ↗ | Identify the essential capabilities needed to run multiple client organizations efficiently. | — | checklist | best ams software for amcs | 1x of 5 | |
what features do amcs need in association management software RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand the essential capabilities required to manage multiple associations efficiently. | — | buyers_guide | best ams software for amcs | 1x of 5 | |
how amcs manage multiple associations in one platform RELATED | Google ↗ AI Mode ↗ | The searcher wants to know the practical workflow of administering several client associations using a single AMS. | — | web_article | managing multiple associations on one a… | 1x of 5 | |
how amcs manage multiple client databases in one ams RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand the workflow and operational setup of multi-client AMS platforms. | — | web_article | managing multiple associations on one a… | 1x of 5 | |
centralized billing and accounting for association management companies RELATED | Google ↗ AI Mode ↗ | Understand how AMS platforms handle separate financial ledgers and invoicing across multiple client associations. | — | web_article | multi client ams features and accounting | 1x of 5 | |
amc software to manage multiple client associations REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants to find software designed to handle multiple client organizations under one roof. | — | buyers_guide | best ams software for amcs | 1x of 5 | |
how to manage multiple client associations on one AMS platform RELATED | Google ↗ AI Mode ↗ | The searcher wants practical workflows or best practices for administering several associations from a single system. | — | how_to_steps | managing multiple associations on one a… | 1x of 5 | |
AMS pricing for association management companies IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand how AMS vendors price their software when an AMC manages multiple clients. | — | pricing_page | ams pricing and implementation costs | 1x of 5 | |
ams software with consolidated billing for multiple clients IMPLICIT | Google ↗ AI Mode ↗ | The searcher needs an AMS that can handle separate financial accounts, dues, and invoicing for each client association. | — | faq_page | managing multiple associations on one a… | 1x of 5 | |
association management software pricing for multiple organizations IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know how AMS vendors structure pricing when managing multiple client associations. | — | pricing_page | ams pricing and implementation costs | 1x of 5 | |
top ams platforms for multi-association management COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare leading AMS platforms side by side on their multi-association support. | — | comparison_table | managing multiple associations on one a… | 1x of 5 | |
how to manage multiple client portals in one AMS IMPLICIT | Google ↗ AI Mode ↗ | Learn the workflow for administering separate member-facing portals from a single backend. | — | how_to_steps | managing multiple associations on one a… | 1x of 5 | |
association management company software pricing models IMPLICIT | Google ↗ AI Mode ↗ | Determine how AMS vendors charge AMCs, such as per-client fees or volume discounts. | — | pricing_page | ams pricing and implementation costs | 1x of 5 | |
association management software pricing for amcs RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand how AMS vendors price their software for AMCs managing multiple clients. | — | pricing_page | ams pricing and implementation costs | 1x of 5 | |
centralized billing and reporting for multiple associations software IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants software that consolidates financial billing and cross-association reporting in one dashboard. | — | web_article | multi client ams features and accounting | 1x of 5 | |
single sign on for multiple associations ams IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know if staff can switch between different client association portals without logging in repeatedly. | — | how_to_steps | managing multiple associations on one a… | 1x of 5 | |
can one ams handle different accounting for multiple associations IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to verify if a single AMS can keep financial records separate for each client association. | — | faq_page | managing multiple associations on one a… | 1x of 5 | |
how to choose association management software for an amc RELATED | Google ↗ AI Mode ↗ | The searcher wants a step-by-step framework for evaluating and selecting an AMS for their AMC. | — | how_to_steps | best ams software for amcs | 1x of 5 | |
top AMS platforms for AMCs comparison COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants a side-by-side comparison of leading AMS solutions designed for AMCs. | — | comparison_table | specific ams vendor comparisons | 1x of 5 | |
best ams for amcs vs single association software COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to understand the differences between multi-client AMC platforms and standard single-organization AMS tools. | — | comparison_table | best ams software for amcs | 1x of 5 | |
yourmembership vs wild apricot for association management company COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare two well-known AMS platforms to see which fits an AMC model better. | — | comparison_table | specific ams vendor comparisons | 1x of 5 | |
top association management software for amcs compared COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants a side-by-side evaluation of leading AMS vendors that serve AMCs. | — | comparison_table | best ams software for amcs | 1x of 5 | |
WildApricot vs MemberClicks vs Novi AMS for AMCs COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare specific popular AMS vendors to see which handles multiple client associations best. | — | review_roundup | specific ams vendor comparisons | 1x of 5 | |
ams with separate client portals and centralized accounting IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants an AMS that gives each client association its own portal while keeping financial reporting centralized for the AMC. | — | checklist | managing multiple associations on one a… | 1x of 5 | |
wild apricot vs memberclicks for association management companies COMPARATIVE | Google ↗ AI Mode ↗ | Compare two popular AMS vendors to see which better supports an AMC business model. | — | comparison_table | specific ams vendor comparisons | 1x of 5 | |
memberclicks vs fonteva for amcs ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to evaluate specific enterprise and mid-market AMS vendors for AMC use. | — | review_roundup | specific ams vendor comparisons | 1x of 5 | |
fonteva vs memberclicks vs yourmembership for amcs ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to compare specific well-known AMS vendors for AMC use cases. | — | comparison_table | specific ams vendor comparisons | 1x of 5 | |
yourmembership vs fonteva for AMCs ENTITY EXPANSION | Google ↗ AI Mode ↗ | Evaluate enterprise-grade AMS options like YourMembership and Fonteva for AMC use cases. | — | comparison_table | specific ams vendor comparisons | 1x of 5 | |
yourmembership vs wild apricot for amcs ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to compare two well-known AMS brands to see which fits an AMC model better. | — | comparison_table | specific ams vendor comparisons | 1x of 5 | |
Novi AMS for association management companies ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to see how Novi AMS specifically supports AMCs managing multiple associations. | — | case_study | specific ams vendor comparisons | 1x of 5 | |
growthzone multi-association management capabilities ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check whether GrowthZone offers dedicated features for AMCs managing multiple associations. | — | product_spec_sheet | managing multiple associations on one a… | 1x of 5 | |
what is multi-tenant ams software RELATED | Google ↗ AI Mode ↗ | The searcher wants a clear definition of multi-tenant AMS architecture and how it benefits AMCs. | — | glossary/definition | managing multiple associations on one a… | 1x of 5 | |
MemberClicks multi-association management features ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to check if MemberClicks offers dedicated tools for managing multiple client associations. | — | product_spec_sheet | managing multiple associations on one a… | 1x of 5 | |
growthzone vs memberclicks for association management companies ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher is evaluating two specific AMS platforms for their suitability in managing multiple client associations. | — | review_roundup | specific ams vendor comparisons | 1x of 5 | |
quickbooks integration with amc association software ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to know if AMC-focused AMS platforms integrate with standard accounting software. | — | web_article | best ams software for amcs | 1x of 5 | |
best AMS for small AMC managing 5 to 10 associations PERSONALIZED | Google ↗ AI Mode ↗ | Find affordable, right-sized AMS software suited for a boutique or growing AMC. | — | buyers_guide | managing multiple associations on one a… | 1x of 5 | |
best association management software for small amc PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants AMS recommendations suited for a smaller AMC with limited budget or staff. | — | buyers_guide | best ams software for amcs | 1x of 5 | |
affordable ams for small amc managing 5 associations PERSONALIZED | Google ↗ AI Mode ↗ | The searcher is looking for budget-friendly AMS options tailored to a smaller AMC with a limited client roster. | — | pricing_page | managing multiple associations on one a… | 1x of 5 | |
amc association management software case study RELATED | Google ↗ AI Mode ↗ | The searcher wants real-world examples of how another AMC successfully implemented and used an AMS. | — | case_study | best ams software for amcs | 1x of 5 | |
scalable ams for growing association management company PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants an AMS that can easily onboard new client associations as the AMC expands. | — | case_study | managing multiple associations on one a… | 1x of 5 | |
enterprise ams for large amc managing 20 plus clients PERSONALIZED | Google ↗ AI Mode ↗ | The searcher needs a scalable, high-capacity AMS capable of supporting a large AMC with many client organizations. | — | case_study | managing multiple associations on one a… | 1x of 5 | |
enterprise association management software for large AMC PERSONALIZED | Google ↗ AI Mode ↗ | Identify scalable AMS solutions capable of supporting dozens of large client associations. | — | case_study | best ams software for amcs | 1x of 5 | |
enterprise AMS for large AMC managing 20+ associations PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants scalable, enterprise-grade AMS options capable of handling high-volume multi-client operations. | — | buyers_guide | managing multiple associations on one a… | 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 | 13,2357,248 thinking | 38 | $0.632 |
| gemini-4-hydrogen | Simulated passes | 5 | 5,125 | 10,0222,860 thinking | — | $0.083 |
| gpt-6.1-terra | Real-search passes | 3 | 55,676 | 2,320602 thinking | 12 | $0.120 |
| gpt-6.1-terra | Simulated passes | 5 | 2,975 | 7,254310 thinking | — | — |
| gemini-3.5-flash-lite | Naming clusters | 1 | 729 | 80 | — | $0.0004 |
| Total | 17 | 65,186 | 32,911 | 50 | $0.836+ 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.
GeminiOpenAIx = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-4-hydrogen · real search | 1 | — | 12 | 34.8 | 227 / 4,516 · 12 searches | |
| gemini-4-hydrogen · real search | 2 | — | 14 | 32.9 | 227 / 4,761 · 14 searches | |
| gemini-4-hydrogen · real search | 3 | — | 12 | 29.6 | 227 / 3,958 · 12 searches | |
| gemini-4-hydrogen | 1 | 12 | 12 | 7.6 | 1,025 / 2,039 | |
| gemini-4-hydrogen | 2 | 12 | 12 | 10.4 | 1,025 / 2,070 | |
| gemini-4-hydrogen | 3 | 12 | 12 | 7.7 | 1,025 / 2,209 | |
| gemini-4-hydrogen | 4 | 12 | 12 | 10.5 | 1,025 / 2,058 | |
| gemini-4-hydrogen | 5 | 12 | 12 | 9.3 | 1,025 / 1,646 | |
| gpt-6.1-terra · real search | 1 | — | 2 | 16.9 | 12,944 / 638 · 2 searches | |
| gpt-6.1-terra · real search | 2 | — | 3 | 19.1 | 21,279 / 779 · 3 searches | |
| gpt-6.1-terra · real search | 3 | — | 7 | 24.6 | 21,453 / 903 · 7 searches | |
| gpt-6.1-terra | 1 | 14 | 14 | 26.9 | 595 / 1,436 | |
| gpt-6.1-terra | 2 | 14 | 14 | 27.2 | 595 / 1,474 | |
| gpt-6.1-terra | 3 | 14 | 14 | 23.4 | 595 / 1,412 | |
| gpt-6.1-terra | 4 | 14 | 14 | 27.3 | 595 / 1,467 | |
| gpt-6.1-terra | 5 | 14 | 14 | 24.1 | 595 / 1,465 |