Association management software with flat-rate pricing instead of per-contact
Geminigemini-4-hydrogenOpenAIgpt-6.1-terra5 passes + 3 real-search178 queries28m ago
Download run
Gemini unique queries
51
2 in ≥ half the passes · stability 24%
OpenAI unique queries
61
1 in ≥ half the passes · stability 21%
Overlap between models
22%
13 shared of 59 distinct sub-queries
Gemini real searches predicted
22%
10 of 46 matched the simulation
OpenAI real searches predicted
60%
12 of 20 matched the simulation
Cost of this run
$1.13
137,077 tokens · 70 web searches · on your keys
Side by side
The same idea worded differently counts as shared. Matching uses EmbeddingGemma 2 similarity.
13% of distinct sub-queries were generated by both models (semantic match ≥ 0.935 cosine, EmbeddingGemma 2).
Only Gemini Both Only OpenAI
Only Gemini5
hidden fees in association management software pricing
flat rate vs per contact pricing association management software
flat rate vs per contact pricing association software
wild apricot vs memberclicks pricing per contact
how much does association management software cost
Both models1
Only OpenAI2
association management software flat monthly fee no per-contact pricing
wild apricot pricing contact limits flat rate plans
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Association management software with flat-rate pricing instead of per-contact
51 unique queries · 5 passes
flat rate association software cost
5 queries · 13 hits
hidden fees in association management software pricing4xGoogle ↗
RELATED
association management software unlimited contacts flat fee3xGoogle ↗
REFORMULATION
flat rate vs per contact pricing association management software2xGoogle ↗
COMPARATIVE
flat rate vs per contact pricing association software2xGoogle ↗
COMPARATIVE
how much does association management software cost2xGoogle ↗
IMPLICIT
specific ams platform pricing
1 query · 2 hits
wild apricot vs memberclicks pricing per contact2xGoogle ↗
ENTITY EXPANSION
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 178 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.
Gemini46 real searches · gemini-4-hydrogen22% predicted
association management software flat rate pricing unlimited contacts Google ↗
AMS software without per contact pricing Google ↗
Tendenci pricing unlimited contacts Google ↗
ams software unlimited members flat fee pricing Google ↗
association management software flat fee pricing Google ↗
association management software without per contact pricing Google ↗
"Tendenci" OR "CiviCRM" OR "Zeffy" association management pricing unlimited contacts Google ↗
Novi AMS pricing model Google ↗
"GatherAMS" pricing Google ↗
"Membee" pricing flat rate unlimited contacts Google ↗
"Springly" pricing unlimited members association Google ↗
"i4a.com" pricing flat rate Google ↗
"Novi AMS" OR "NetForum" pricing model per contact OR flat rate Google ↗
"Membee" pricing unlimited contacts flat rate Google ↗
"Membee" pricing flat rate unlimited Google ↗
"Springly" OR "Zeffy" OR "SilkStart" membership software unlimited contacts pricing Google ↗
"Novi AMS" pricing annual revenue unlimited contacts Google ↗
"MemberLeap" pricing unlimited contacts Google ↗
"Glue Up" pricing unlimited contacts OR members Google ↗
"SilkStart" OR "MemberLeap" OR "Member365" pricing model per contact OR flat rate Google ↗
"Join It" pricing unlimited members OR per member Google ↗
"Association Management Online" amo pricing unlimited Google ↗
site:springly.org pricing Google ↗
"SilkStart" pricing unlimited Google ↗
"CiviCRM" OR "CiviCRM Spark" pricing contacts limit Google ↗
"MemberPlanet" pricing unlimited members Google ↗
"MemberLeap" OR "Member365" OR "ReadyMembership" pricing unlimited contacts Google ↗
"Member365" pricing per contact OR flat rate Google ↗
"SilkStart" pricing model unlimited contacts OR per member Google ↗
"MemberDay" pricing unlimited members Google ↗
"CiviCRM" OR "MemberPress" association management flat pricing Google ↗
association management software "flat-rate" OR "unlimited contacts" OR "unlimited members" Google ↗
"Fonteva" pricing per user unlimited contacts Google ↗
"Brilliant Directories" membership management pricing unlimited members Google ↗
"AMO" "ArcStone" pricing contacts OR unlimited Google ↗
"Springly" "contacts" pricing plan Google ↗
"MemberNova" pricing unlimited contacts Google ↗
"Neon CRM" pricing revenue based unlimited contacts Google ↗
"SilkStart" "pricing" per month OR contacts OR unlimited Google ↗
"CiviCRM Spark" pricing contacts Google ↗
"MemberPress" association management flat rate pricing unlimited members Google ↗
"Join It" pricing unlimited members OR member limit Google ↗
"SilkStart" pricing "contacts" OR "members" tier Google ↗
"SilkStart" pricing unlimited members OR per member Google ↗
"TidyHQ" pricing "unlimited contacts" USD OR AUD Google ↗
"eMembership" Winmill pricing module Google ↗
- fullroster.co · vertexaisearch.cloud.google.com
- gatherams.com · vertexaisearch.cloud.google.com
- associationsonline.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- sourceforge.net · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- membee.com · vertexaisearch.cloud.google.com
- softwareadvice.com · vertexaisearch.cloud.google.com
- g2.com · vertexaisearch.cloud.google.com
- getapp.co.nz · vertexaisearch.cloud.google.com
- membee.com · vertexaisearch.cloud.google.com
- tidyhq.com · vertexaisearch.cloud.google.com
- tidyhq.com · vertexaisearch.cloud.google.com
- g2.com · vertexaisearch.cloud.google.com
- tendenci.com · vertexaisearch.cloud.google.com
- tendenci.com · vertexaisearch.cloud.google.com
- softwareadvice.com · vertexaisearch.cloud.google.com
- tendenci.com · vertexaisearch.cloud.google.com
- capterra.com · vertexaisearch.cloud.google.com
- rfp.wiki · vertexaisearch.cloud.google.com
- crmswitchboard.org · vertexaisearch.cloud.google.com
- neonone.com · vertexaisearch.cloud.google.com
- joinit.com · vertexaisearch.cloud.google.com
- wowdigital.com · vertexaisearch.cloud.google.com
- optinmonster.com · vertexaisearch.cloud.google.com
- fatlabwebsupport.com · vertexaisearch.cloud.google.com
- capterra.com · vertexaisearch.cloud.google.com
- g2.com · vertexaisearch.cloud.google.com
- gatherams.com · vertexaisearch.cloud.google.com
- memberleap.com · vertexaisearch.cloud.google.com
- associationwebsitetemplates.com · vertexaisearch.cloud.google.com
- netforumams.com · vertexaisearch.cloud.google.com
- winmill.com · vertexaisearch.cloud.google.com
- zeffy.com · vertexaisearch.cloud.google.com
- fullroster.co · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- kannect.co · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- sourceforge.net · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- membee.com · vertexaisearch.cloud.google.com
- g2.com · vertexaisearch.cloud.google.com
- za.com · vertexaisearch.cloud.google.com
- softwareadvice.com · vertexaisearch.cloud.google.com
- membee.com · vertexaisearch.cloud.google.com
- meloraconnect.com · vertexaisearch.cloud.google.com
- g2.com · vertexaisearch.cloud.google.com
OpenAI20 real searches · gpt-6.1-terra60% predicted
association management software flat pricing unlimited contacts members pricing Google ↗
association membership management software flat rate unlimited members pricing no per contact Google ↗
association management software flat fee unlimited contacts members pricing Google ↗
association management software pricing unlimited contacts flat rate membership management Google ↗
membership management software unlimited members flat monthly rate association pricing Google ↗
membership management software flat rate unlimited members contacts association pricing Google ↗
membership management software unlimited members pricing flat monthly association Google ↗
association management software flat rate pricing unlimited contacts membership management Google ↗
association management CRM unlimited contacts flat monthly pricing software Google ↗
site:civicrm.org open source no fees memberships events pricing Google ↗
site:tidyhq.com pricing membership unlimited members monthly plan fees Google ↗
site:associatify.org pricing unlimited members contact flat pricing Google ↗
site:civicrm.org pricing hosting open source membership events Google ↗
site:civicrm.org open source association membership contact no license fee Google ↗
association management software unlimited contacts flat monthly fee pricing membership management dues events Google ↗
membership association software unlimited contacts fixed pricing membership dues events unlimited members Google ↗
site:associatify.org/pricing "members" price flat Google ↗
site:serendipitytechnology.com/services/membership "$" unlimited Google ↗
site:mybers.com/pricing "$" unlimited membership Google ↗
site:civicrm.org open source free membership events software hosting Google ↗
- i4a.com · i4a.com
- i4a.com · i4a.com
- getrolio.app · getrolio.app
- i4a.com · i4a.com
- popmembers.com · popmembers.com
- mybers.com · mybers.com
- i4a.com · i4a.com
- i4a.com · i4a.com
- getrolio.app · getrolio.app
- getapp.com · getapp.com
- i4a.com · i4a.com
- tidyhq.com · tidyhq.com
- amcinstitute.org · amcinstitute.org
- cdn0.capterra-static.com · cdn0.capterra-static.com
- clubexpress.com · clubexpress.com
- movemembers.com · movemembers.com
- cdn.ymaws.com · cdn.ymaws.com
- lghn.org · lghn.org
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- techradar.com · techradar.com
- techradar.com · techradar.com
- techradar.com · techradar.com
- techradar.com · techradar.com
- techradar.com · techradar.com
- reddit.com · reddit.com
- creativebloq.com · creativebloq.com
- en.wikipedia.org · en.wikipedia.org
- reddit.com · reddit.com
- en.wikipedia.org · en.wikipedia.org
- reddit.com · reddit.com
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- reddit.com · reddit.com
- reddit.com · reddit.com
- tidyhq.com · tidyhq.com
- docs.civicrm.org · docs.civicrm.org
- tidyhq.com · tidyhq.com
- tidyhq.com · tidyhq.com
- civicrm.org · civicrm.org
- tidyhq.com · tidyhq.com
- tidyhq.com · tidyhq.com
- tidyhq.com · tidyhq.com
- support.tidyhq.com · support.tidyhq.com
- tidyhq.com · tidyhq.com
- civicrm.org · civicrm.org
- tidyhq.com · tidyhq.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
51 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
hidden fees in association management software pricing RELATED | Google ↗ AI Mode ↗ | The searcher wants to know what extra costs to watch out for when evaluating AMS pricing. | — | web_article | flat rate association software cost | 4x of 5 | |
association management software unlimited contacts flat fee REFORMULATION | Google ↗ AI Mode ↗ | The searcher is looking for AMS platforms that allow unlimited member or contact records for a single flat price. | — | pricing_page | flat rate association software cost | 3x of 5 | |
flat rate vs per contact pricing association management software COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to understand the pros and cons of flat-rate versus per-contact pricing models for AMS. | — | comparison_table | flat rate association software cost | 2x of 5 | |
flat rate vs per contact pricing association software COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to understand the pros, cons, and cost differences between flat-rate and per-contact pricing models. | — | comparison_table | flat rate association software cost | 2x of 5 | |
wild apricot vs memberclicks pricing per contact ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to compare the pricing structures of two popular AMS platforms to see if they charge per contact. | — | comparison_table | specific ams platform pricing | 2x of 5 | |
how much does association management software cost IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know the general market rates and pricing tiers for association management software. | — | web_article | flat rate association software cost | 2x of 5 | |
ams software flat rate pricing no per contact fees REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants to find association management software that charges a fixed fee rather than charging based on database size. | — | buyers_guide | flat rate association software cost | 1x of 5 | |
ams software with flat rate pricing REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants a list of association management software platforms that charge a fixed fee. | — | pricing_page | flat rate association software cost | 1x of 5 | |
flat rate association management software no per contact fees REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants to find AMS platforms that charge a predictable flat fee rather than scaling costs by contact count. | — | pricing_page | flat rate association software cost | 1x of 5 | |
association management systems no per contact fees REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants to find AMS tools that do not charge based on the number of contacts in the database. | — | buyers_guide | flat rate association software cost | 1x of 5 | |
ams software without per member pricing REFORMULATION | Google ↗ AI Mode ↗ | Identify association management systems that do not penalize growth with per-member fees. | — | web_article | specific ams platform pricing | 1x of 5 | |
ams software with unlimited contacts pricing REFORMULATION | Google ↗ AI Mode ↗ | The searcher is looking for association management systems that allow unlimited contacts under a single price. | — | pricing_page | specific ams platform pricing | 1x of 5 | |
ams software no per member pricing REFORMULATION | Google ↗ AI Mode ↗ | The searcher is looking for AMS solutions that do not charge based on the number of members. | — | buyers_guide | specific ams platform pricing | 1x of 5 | |
best flat rate membership management software RELATED | Google ↗ AI Mode ↗ | Discover top-rated membership management tools that offer predictable flat-rate billing. | — | review_roundup | flat rate association software cost | 1x of 5 | |
unlimited contacts association management software RELATED | Google ↗ AI Mode ↗ | The searcher wants to identify AMS platforms that allow unlimited contacts for a single price. | — | review_roundup | flat rate association software cost | 1x of 5 | |
best association management software flat rate pricing 2025 RELATED | Google ↗ AI Mode ↗ | The searcher wants a curated list of top-rated AMS tools that use flat-rate pricing. | — | review_roundup | flat rate association software cost | 1x of 5 | |
flat fee membership management software RELATED | Google ↗ AI Mode ↗ | The searcher is looking for membership-focused platforms that use a predictable flat-fee model. | — | pricing_page | flat rate association software cost | 1x of 5 | |
best association management software without contact limits COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants a ranked list of top AMS tools that do not restrict or charge per contact. | — | review_roundup | flat rate association software cost | 1x of 5 | |
best ams platforms without contact tier pricing COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants a ranked list of top-rated AMS solutions that do not penalize organizations for adding more contacts. | — | review_roundup | specific ams platform pricing | 1x of 5 | |
wild apricot vs memberclicks pricing ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare the pricing structures of two well-known association management software vendors. | — | comparison_table | specific ams platform pricing | 1x of 5 | |
how to avoid per contact pricing in ams IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants strategies or alternative software models to keep costs down as their contact list grows. | — | web_article | specific ams platform pricing | 1x of 5 | |
wild apricot alternatives without contact limits ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to find alternatives to Wild Apricot that do not restrict or charge by contact count. | — | comparison_table | specific ams platform pricing | 1x of 5 | |
growthzone vs yourmembership flat rate pricing ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to know if GrowthZone or YourMembership offers flat-rate pricing options. | — | pricing_page | specific ams platform pricing | 1x of 5 | |
glue up vs growthzone flat rate pricing ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher is checking whether Glue Up or GrowthZone offers flat-rate pricing. | — | pricing_page | specific ams platform pricing | 1x of 5 | |
growthzone pricing tiers unlimited contacts ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check if GrowthZone offers a flat-rate or unlimited contact pricing tier. | — | pricing_page | specific ams platform pricing | 1x of 5 | |
glue up vs memberclicks pricing ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to compare the pricing structures of two major association management platforms. | — | comparison_table | specific ams platform pricing | 1x of 5 | |
flat rate vs per contact association management software COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare the pros and cons of flat-rate versus per-contact pricing models. | — | comparison_table | flat rate association software cost | 1x of 5 | |
best affordable ams for growing associations COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants recommendations for cost-effective AMS platforms that scale well without punishing growth. | — | review_roundup | specific ams platform pricing | 1x of 5 | |
nonprofit crm with unlimited contacts flat rate RELATED | Google ↗ AI Mode ↗ | The searcher is exploring adjacent nonprofit CRM tools that might serve their association's needs without per-contact fees. | — | buyers_guide | specific ams platform pricing | 1x of 5 | |
association management software for small nonprofits flat fee PERSONALIZED | Google ↗ AI Mode ↗ | The searcher is looking for an affordable, flat-rate AMS tailored to the needs of a small nonprofit. | — | buyers_guide | flat rate association software cost | 1x of 5 | |
how to calculate association management software roi RELATED | Google ↗ AI Mode ↗ | The searcher wants to determine if switching to a flat-rate AMS will save their organization money. | — | calculator/tool | flat rate association software cost | 1x of 5 | |
hidden fees in per contact association software IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know what unexpected costs arise when using per-contact pricing models. | — | web_article | flat rate association software cost | 1x of 5 | |
affordable ams for growing membership organizations IMPLICIT | Google ↗ AI Mode ↗ | The searcher is looking for cost-effective AMS solutions that won't become prohibitively expensive as their membership grows. | — | buyers_guide | specific ams platform pricing | 1x of 5 | |
wild apricot alternatives flat rate pricing ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants alternatives to Wild Apricot that do not use contact-based pricing tiers. | — | comparison_table | specific ams platform pricing | 1x of 5 | |
how to calculate association management software total cost IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants a method to estimate the true annual cost of an AMS, factoring in growth and add-ons. | — | calculator/tool | flat rate association software cost | 1x of 5 | |
association management software for large database of contacts PERSONALIZED | Google ↗ AI Mode ↗ | Find an AMS tailored for organizations with a high volume of contacts where per-contact pricing would be too expensive. | — | forum/qna | flat rate association software cost | 1x of 5 | |
open source association management software free RELATED | Google ↗ AI Mode ↗ | The searcher wants to explore free or open-source AMS options to avoid per-contact fees entirely. | — | review_roundup | flat rate association software cost | 1x of 5 | |
is per contact pricing worth it for large associations IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know if per-contact pricing ever makes financial sense for organizations with large databases. | — | forum/qna | specific ams platform pricing | 1x of 5 | |
nonprofit crm with flat rate pricing RELATED | Google ↗ AI Mode ↗ | Explore nonprofit CRMs that offer flat-rate pricing as an alternative to traditional AMS platforms. | — | review_roundup | flat rate association software cost | 1x of 5 | |
scalable membership software that doesn't penalize growth IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants software that supports adding new members without triggering automatic price hikes. | — | web_article | specific ams platform pricing | 1x of 5 | |
growthzone vs memberclicks pricing model ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to compare the pricing structures of two well-known AMS vendors. | — | pricing_page | specific ams platform pricing | 1x of 5 | |
membership software with predictable annual billing REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants membership software that offers a fixed, predictable annual cost. | — | pricing_page | flat rate association software cost | 1x of 5 | |
flat rate association management software for small nonprofits PERSONALIZED | Google ↗ AI Mode ↗ | The searcher is looking for budget-friendly, flat-rate AMS tailored to small nonprofit organizations. | — | buyers_guide | flat rate association software cost | 1x of 5 | |
what is per contact pricing in saas IMPLICIT | Google ↗ AI Mode ↗ | Understand how per-contact pricing works and why it can become costly as a database grows. | — | glossary/definition | specific ams platform pricing | 1x of 5 | |
flat rate ams for small nonprofit association PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants flat-rate AMS recommendations tailored to the budget and needs of a small nonprofit. | — | buyers_guide | flat rate association software cost | 1x of 5 | |
affordable flat rate ams for small associations PERSONALIZED | Google ↗ AI Mode ↗ | The searcher is looking for budget-friendly, flat-rate AMS options tailored to smaller organizations. | — | review_roundup | flat rate association software cost | 1x of 5 | |
unlimited member database software for trade associations PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants an AMS with an unlimited contact database designed specifically for trade associations. | — | product_spec_sheet | flat rate association software cost | 1x of 5 | |
association management software for large database flat fee PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants an AMS that can handle a large number of contacts for a single flat fee. | — | product_spec_sheet | flat rate association software cost | 1x of 5 | |
association management software for growing membership without price hikes PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants an AMS that supports rapid membership growth without triggering automatic tier upgrades. | — | web_article | flat rate association software cost | 1x of 5 | |
what to look for in association management software pricing IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants a checklist of factors to evaluate when reviewing AMS pricing plans. | — | checklist | flat rate association software cost | 1x of 5 | |
ams pricing calculator RELATED | Google ↗ AI Mode ↗ | Estimate the total cost of an association management system based on organization size and needed features. | — | calculator/tool | specific ams platform pricing | 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 | 690 | 19,75212,469 thinking | 50 | $0.849 |
| gemini-4-hydrogen | Simulated passes | 5 | 5,155 | 9,5241,887 thinking | — | $0.079 |
| gpt-6.1-terra | Real-search passes | 3 | 89,340 | 2,420986 thinking | 20 | $0.200 |
| gpt-6.1-terra | Simulated passes | 5 | 2,985 | 6,909364 thinking | — | — |
| gemini-3.5-flash-lite | Naming clusters | 1 | 270 | 32 | — | $0.0002 |
| Total | 17 | 98,440 | 38,637 | 70 | $1.13+ 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 | — | 19 | 39.8 | 230 / 7,039 · 19 searches | |
| gemini-4-hydrogen · real search | 2 | — | 13 | 36.3 | 230 / 6,518 · 13 searches | |
| gemini-4-hydrogen · real search | 3 | — | 18 | 32.5 | 230 / 6,195 · 18 searches | |
| gemini-4-hydrogen | 1 | 12 | 12 | 10.7 | 1,031 / 2,050 | |
| gemini-4-hydrogen | 2 | 12 | 12 | 11.1 | 1,031 / 2,134 | |
| gemini-4-hydrogen | 3 | 12 | 12 | 10.4 | 1,031 / 1,995 | |
| gemini-4-hydrogen | 4 | 12 | 12 | 9.6 | 1,031 / 1,834 | |
| gemini-4-hydrogen | 5 | 12 | 12 | 7.8 | 1,031 / 1,511 | |
| gpt-6.1-terra · real search | 1 | — | 5 | 16.3 | 21,252 / 703 · 5 searches | |
| gpt-6.1-terra · real search | 2 | — | 10 | 29.6 | 38,343 / 965 · 10 searches | |
| gpt-6.1-terra · real search | 3 | — | 5 | 18.5 | 29,745 / 752 · 5 searches | |
| gpt-6.1-terra | 1 | 13 | 13 | 20.0 | 597 / 1,372 | |
| gpt-6.1-terra | 2 | 13 | 13 | 17.0 | 597 / 1,393 | |
| gpt-6.1-terra | 3 | 13 | 13 | 17.3 | 597 / 1,403 | |
| gpt-6.1-terra | 4 | 13 | 13 | 16.4 | 597 / 1,363 | |
| gpt-6.1-terra | 5 | 13 | 13 | 16.8 | 597 / 1,378 |