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Fan-out runAfE6pZUa7RwcompleteAI Overview

between posthog, amplitude, and pendo who is actually better for enterprise

OpenAIgpt-6.1-sol5 passes + 1 real-search71 queries2h ago
Run againSearch the index
Download run
OpenAI unique queries
64
0 in ≥ half the passes · stability 22%
OpenAI real searches predicted
0%
0 of 7 matched the simulation
Cost of this run
$0.220
35,683 tokens · 7 web searches · on your keys

Fan-out diagram

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

SEED QUERY
between posthog, amplitude, and pendo who is actually better for enterprise
64 unique queries · 5 passes
team fit and use cases
2 queries · 4 hits
posthog vs amplitude vs pendo best for enterprise2xGoogle ↗
REFORMULATIONComparison
posthog vs amplitude vs pendo which is best for enterprise2xGoogle ↗
REFORMULATIONComparison
analytics and product capabilities
1 query · 2 hits
posthog amplitude pendo enterprise analytics funnels retention cohorts reporting comparison2xGoogle ↗
COMPARATIVEComparison
enterprise security governance
1 query · 2 hits
posthog amplitude pendo enterprise security soc 2 sso scim rbac audit logs2xGoogle ↗
IMPLICITOther / navigational
pricing and scalability
1 query · 2 hits
posthog amplitude pendo enterprise pricing total cost high event volume2xGoogle ↗
COMPARATIVEConsequence
implementation effort
1 query · 2 hits
posthog amplitude pendo implementation effort instrumentation maintenance enterprise2xGoogle ↗
IMPLICITOther / navigational

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.

OpenAI simulated (64)OpenAI real searches (7)
Short fact: wants a specific short fact: a number, date, name, place, priceShort factOpenAI simulated · Short fact: 0 of 64 queries (0%)OpenAI real searches · Short fact: 0 of 7 queries (0%)Other / navigational: a site, brand, product, person or place with no question behind itOther / navigationalOpenAI simulated · Other / navigational: 17 of 64 queries (27%)27%OpenAI real searches · Other / navigational: 6 of 7 queries (86%)86%Comparison: compares options or asks for the best / top / cheapestComparisonOpenAI simulated · Comparison: 30 of 64 queries (47%)47%OpenAI real searches · Comparison: 1 of 7 queries (14%)14%Consequence: what happens as a result: effects, outcomesConsequenceOpenAI simulated · Consequence: 2 of 64 queries (3%)3%OpenAI real searches · Consequence: 0 of 7 queries (0%)Reason: why something happens or what causes itReasonOpenAI simulated · Reason: 14 of 64 queries (22%)22%OpenAI real searches · Reason: 0 of 7 queries (0%)Definition: what something is or what a term meansDefinitionOpenAI simulated · Definition: 0 of 64 queries (0%)OpenAI real searches · Definition: 0 of 7 queries (0%)Instruction: how to do something: steps, a tutorial, a fixInstructionOpenAI simulated · Instruction: 1 of 64 queries (2%)2%OpenAI real searches · Instruction: 0 of 7 queries (0%)Yes / no: a yes-or-no questionYes / noOpenAI simulated · Yes / no: 0 of 64 queries (0%)OpenAI real searches · Yes / no: 0 of 7 queries (0%)

Classes come from the query-classifier (a local Laya model). 50 of 71 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.

OpenAI7 real searches · gpt-6.1-sol0% predicted
site.posthog.com enterprise security SOC2 HIPAA SSO data residency product analytics Google ↗
closestposthog amplitude pendo enterprise security sso scim audit logs data residency0.920
site.amplitude.com enterprise product analytics security governance pricing Google ↗
closestposthog amplitude pendo enterprise pricing total cost event volume monthly active users add ons0.886
site.pendo.io enterprise analytics guides security pricing Google ↗
closestposthog amplitude pendo enterprise pricing total cost event volume monthly active users add ons0.871
site.posthog.com pricing enterprise SAML SCIM permissions support Google ↗
closestposthog amplitude pendo enterprise security soc 2 sso scim audit logs0.888
site.posthog.com docs SQL HogQL product analytics pricing Google ↗
closestposthog amplitude pendo enterprise pricing total cost event volume monthly active users add ons0.875
site.support.pendo.io account analytics guides roles permissions SAML Google ↗
closestposthog amplitude pendo enterprise security soc 2 sso scim rbac audit logs0.875
site.pendo.io product in app guides governance localization resource center Google ↗
closestpendo vs amplitude vs posthog in app guides onboarding product adoption enterprise0.872
50 cited sources
  1. posthog.com · posthog.com
  2. amplitude.com · amplitude.com
  3. www.amplitude.com · www.amplitude.com
  4. www.pendo.io · www.pendo.io
  5. go.pendo.io · go.pendo.io
  6. posthog.com · posthog.com
  7. amplitude.com · amplitude.com
  8. posthog.com · posthog.com
  9. www.sec.gov · www.sec.gov
  10. amplitude.com · amplitude.com
  11. amplitude.com · amplitude.com
  12. userinsight.ai · userinsight.ai
  13. github.com · github.com
  14. assets.base.photos · assets.base.photos
  15. info.amplitude.com · info.amplitude.com
  16. campaign.piwik.pro · campaign.piwik.pro
  17. www.reddit.com · www.reddit.com
  18. assets.ctfassets.net · assets.ctfassets.net
  19. www.reddit.com · www.reddit.com
  20. www.reddit.com · www.reddit.com
  21. www.reddit.com · www.reddit.com
  22. www.reddit.com · www.reddit.com
  23. www.reddit.com · www.reddit.com
  24. www.reddit.com · www.reddit.com
  25. www.reddit.com · www.reddit.com
  26. www.reddit.com · www.reddit.com
  27. www.reddit.com · www.reddit.com
  28. www.reddit.com · www.reddit.com
  29. www.reddit.com · www.reddit.com
  30. www.itpro.com · www.itpro.com
  31. en.wikipedia.org · en.wikipedia.org
  32. en.wikipedia.org · en.wikipedia.org
  33. posthog.com · posthog.com
  34. posthog.com · posthog.com
  35. github.com · github.com
  36. github.com · github.com
  37. support.pendo.io · support.pendo.io
  38. support.pendo.io · support.pendo.io
  39. posthog.com · posthog.com
  40. posthog.com · posthog.com
  41. posthog.com · posthog.com
  42. support.pendo.io · support.pendo.io
  43. www.pendo.io · www.pendo.io
  44. www.usagepricing.com · www.usagepricing.com
  45. debruyn.dev · debruyn.dev
  46. www.pendo.io · www.pendo.io
  47. www.pendo.io · www.pendo.io
  48. www.productboard.com · www.productboard.com
  49. sacra-pdfs.s3.us-east-2.amazonaws.com · sacra-pdfs.s3.us-east-2.amazonaws.com
  50. www.reddit.com · www.reddit.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
analytics and product capabilities — click to focus this topicanalytics and product capabilitiesenterprise security governance — click to focus this topicenterprise security governanceteam fit and use cases — click to focus this topicteam fit and use casespricing and scalability — click to focus this topicpricing and scalabilityreviews and customer support — click to focus this topicreviews and customer supporthosting and data control — click to focus this topichosting and data controlimplementation effort — click to focus this topicimplementation effortintegrations and data export — click to focus this topicintegrations and data export
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

64 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
posthog vs amplitude vs pendo best for enterprise
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants a direct recommendation among the three platforms for enterprise use.Comparisoncomparison_tableteam fit and use cases2x
of 5
posthog vs amplitude vs pendo which is best for enterprise
REFORMULATION
Google ↗
AI Mode ↗		Find a direct enterprise-focused comparison and an overall recommendation.Comparisoncomparison_tableteam fit and use cases2x
of 5
posthog amplitude pendo enterprise analytics funnels retention cohorts reporting comparison
COMPARATIVE
Google ↗
AI Mode ↗		Determine which platform offers the strongest analytics for complex enterprise product questions.Comparisoncomparison_tableanalytics and product capabilities2x
of 5
posthog amplitude pendo enterprise security soc 2 sso scim rbac audit logs
IMPLICIT
Google ↗
AI Mode ↗		Check whether each platform satisfies enterprise security and identity-management requirements.Other / navigationalproduct_spec_sheetenterprise security governance2x
of 5
posthog amplitude pendo enterprise pricing total cost high event volume
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare pricing models and likely total costs at enterprise usage levels.Consequencebuyers_guidepricing and scalability2x
of 5
posthog amplitude pendo implementation effort instrumentation maintenance enterprise
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to estimate rollout effort and ongoing engineering maintenance for each platform.Other / navigationalbuyers_guideimplementation effort2x
of 5
posthog vs amplitude vs pendo best for enterprise pros cons
REFORMULATION
Google ↗
AI Mode ↗		Find a clear overall recommendation with the main enterprise strengths and weaknesses of each platform.Comparisoncomparison_tableteam fit and use cases1x
of 5
how to evaluate enterprise product analytics software requirements
RELATED
Google ↗
AI Mode ↗		The searcher wants to understand which requirements should determine an enterprise buying decision.Instructionchecklistenterprise security governance1x
of 5
posthog amplitude pendo enterprise product analytics funnels retention cohorts which is best
COMPARATIVE
Google ↗
AI Mode ↗		Compare the depth and flexibility of the platforms' core product analytics.Comparisoncomparison_tableanalytics and product capabilities1x
of 5
posthog amplitude pendo enterprise analytics funnels retention cohorts account analytics comparison
COMPARATIVE
Google ↗
AI Mode ↗		Determine which platform provides the strongest analytics for complex enterprise products.Comparisoncomparison_tableanalytics and product capabilities1x
of 5
pendo vs amplitude vs posthog in app guides onboarding product adoption user feedback
COMPARATIVE
Google ↗
AI Mode ↗		Compare the platforms for improving onboarding and product adoption.Comparisonbuyers_guideanalytics and product capabilities1x
of 5
posthog amplitude pendo enterprise security sso scim audit logs data residency
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare enterprise security, identity management, and data residency capabilities.Other / navigationalcomparison_tableenterprise security governance1x
of 5
posthog vs amplitude vs pendo enterprise security sso scim rbac audit logs soc 2
COMPARATIVE
Google ↗
AI Mode ↗		Determine which platform meets enterprise security and access-management requirements.Comparisoncomparison_tableenterprise security governance1x
of 5
pendo vs amplitude vs posthog in app guides onboarding product adoption enterprise
COMPARATIVE
Google ↗
AI Mode ↗		Compare the platforms for enterprise onboarding, in-app guidance, and product adoption.Comparisoncomparison_tableanalytics and product capabilities1x
of 5
posthog amplitude pendo enterprise security soc 2 sso scim audit logs
IMPLICIT
Google ↗
AI Mode ↗		Determine which platforms meet enterprise security and identity-management requirements.Other / navigationalproduct_spec_sheetenterprise security governance1x
of 5
posthog amplitude pendo high event volume query performance enterprise limits
IMPLICIT
Google ↗
AI Mode ↗		Assess whether each platform can support large event volumes without unacceptable performance or usage constraints.Other / navigationalweb_articlepricing and scalability1x
of 5
posthog amplitude pendo data residency hosting options private cloud self hosted enterprise
COMPARATIVE
Google ↗
AI Mode ↗		Compare deployment options and control over where enterprise data is stored.Comparisoncomparison_tablehosting and data control1x
of 5
posthog amplitude pendo data residency hosting options gdpr sensitive data controls
RELATED
Google ↗
AI Mode ↗		Understand hosting, regional data storage, and privacy controls across the three vendors.Comparisonfaq_pagehosting and data control1x
of 5
posthog vs amplitude vs pendo data residency private cloud self hosting deployment options
COMPARATIVE
Google ↗
AI Mode ↗		Identify which platforms offer deployment and data-location options compatible with enterprise policies.Comparisonweb_articlehosting and data control1x
of 5
posthog amplitude pendo billions of events analytics performance limits
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants evidence that each platform can handle enterprise data volumes and demanding analytics workloads.Other / navigationalweb_articlepricing and scalability1x
of 5
posthog vs amplitude vs pendo enterprise pricing total cost of ownership event limits overages
COMPARATIVE
Google ↗
AI Mode ↗		Understand the pricing models and cost drivers that affect a large deployment.Reasonbuyers_guidepricing and scalability1x
of 5
posthog vs amplitude vs pendo funnels retention cohorts enterprise analytics
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare the depth of core product analytics across the three platforms.Comparisoncomparison_tableanalytics and product capabilities1x
of 5
posthog amplitude pendo enterprise pricing total cost event volume monthly active users add ons
COMPARATIVE
Google ↗
AI Mode ↗		Compare enterprise pricing models and identify factors that could increase total cost.Reasonpricing_pagepricing and scalability1x
of 5
posthog amplitude pendo enterprise pricing total cost events monthly active users add ons
COMPARATIVE
Google ↗
AI Mode ↗		Understand how enterprise costs differ as usage and feature requirements grow.Other / navigationalpricing_pagepricing and scalability1x
of 5
posthog vs amplitude vs pendo data governance event taxonomy roles permissions
IMPLICIT
Google ↗
AI Mode ↗		Assess how well each platform keeps analytics data consistent and access controlled across teams.Comparisoncomparison_tableteam fit and use cases1x
of 5
posthog amplitude pendo enterprise scale high event volume query performance data limits
IMPLICIT
Google ↗
AI Mode ↗		Assess whether each platform can handle large datasets and demanding analytical workloads.Reasonpdf_whitepaperpricing and scalability1x
of 5
posthog amplitude pendo enterprise scale query performance event limits sampling
IMPLICIT
Google ↗
AI Mode ↗		Evaluate performance and analytical limitations under large enterprise workloads.Reasonpdf_whitepaperpricing and scalability1x
of 5
pendo guides vs amplitude guides and surveys vs posthog surveys feature flags
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to understand how the vendors' named engagement and experimentation tools differ.Comparisoncomparison_tableanalytics and product capabilities1x
of 5
posthog amplitude pendo snowflake bigquery segment integrations data export enterprise
RELATED
Google ↗
AI Mode ↗		Compare compatibility with enterprise data warehouses, customer data infrastructure, and export workflows.Other / navigationalcomparison_tableintegrations and data export1x
of 5
posthog amplitude pendo enterprise scale event limits query performance data retention
IMPLICIT
Google ↗
AI Mode ↗		Evaluate whether each platform can support large data volumes and demanding reporting workloads.Reasonproduct_spec_sheetpricing and scalability1x
of 5
posthog feature flags amplitude experiment pendo guides enterprise use cases
ENTITY EXPANSION
Google ↗
AI Mode ↗		Understand how the vendors' adjacent products serve experimentation, release management, and user adoption needs.Reasonbuyers_guideanalytics and product capabilities1x
of 5
posthog amplitude pendo data warehouse crm cdp integrations data export comparison
RELATED
Google ↗
AI Mode ↗		Check how each platform connects to an existing enterprise data and business-tool stack.Comparisoncomparison_tableintegrations and data export1x
of 5
posthog amplitude pendo snowflake bigquery segment integrations enterprise
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to assess compatibility with common enterprise data warehouses and customer data infrastructure.Other / navigationalcode_samples/docsintegrations and data export1x
of 5
posthog amplitude pendo integrations snowflake databricks segment salesforce
RELATED
Google ↗
AI Mode ↗		Check how well each platform fits an existing enterprise data and business-tool stack.Other / navigationalproduct_spec_sheetintegrations and data export1x
of 5
posthog amplitude pendo snowflake bigquery salesforce integrations data export api
RELATED
Google ↗
AI Mode ↗		Check how each platform connects to enterprise warehouses, business systems, and data workflows.Other / navigationalcode_samples/docsintegrations and data export1x
of 5
pendo guides vs amplitude guides and surveys vs posthog surveys enterprise onboarding
ENTITY EXPANSION
Google ↗
AI Mode ↗		Determine which offering best supports enterprise onboarding, in-app guidance, and user feedback.Comparisoncomparison_tableanalytics and product capabilities1x
of 5
posthog vs amplitude vs pendo implementation effort instrumentation maintenance enterprise
IMPLICIT
Google ↗
AI Mode ↗		Compare the engineering effort and ongoing maintenance needed to deploy each platform.Comparisonbuyers_guideimplementation effort1x
of 5
posthog amplitude pendo enterprise implementation instrumentation maintenance effort
RELATED
Google ↗
AI Mode ↗		Estimate the engineering work required to deploy and maintain each platform.Other / navigationalbuyers_guideimplementation effort1x
of 5
posthog amplitude pendo cloud deployment self hosting private cloud options
RELATED
Google ↗
AI Mode ↗		The searcher wants to verify the available deployment models and associated operational responsibilities.Comparisonfaq_pagehosting and data control1x
of 5
posthog amplitude pendo implementation effort instrumentation maintenance enterprise rollout
IMPLICIT
Google ↗
AI Mode ↗		Estimate the engineering effort and ongoing maintenance required to deploy each platform.Other / navigationalbuyers_guideimplementation effort1x
of 5
posthog amplitude pendo enterprise customer reviews support reliability contract renewal
RELATED
Google ↗
AI Mode ↗		Find customer-reported evidence about support quality, reliability, and commercial experience.Reasonreview_roundupreviews and customer support1x
of 5
posthog product analytics feature flags experiments amplitude analytics experiment pendo analytics guides enterprise capabilities
ENTITY EXPANSION
Google ↗
AI Mode ↗		Understand the broader product capabilities behind each vendor's name.Reasonproduct_spec_sheetanalytics and product capabilities1x
of 5
posthog amplitude pendo enterprise customer reviews drawbacks support experience
RELATED
Google ↗
AI Mode ↗		Find independent accounts of enterprise limitations and vendor support quality.Reasonreview_roundupreviews and customer support1x
of 5
posthog amplitude pendo enterprise data residency hosting options pii controls gdpr
IMPLICIT
Google ↗
AI Mode ↗		Check whether each platform fits enterprise requirements for data location, hosting, and personal-data handling.Comparisonchecklisthosting and data control1x
of 5
posthog vs amplitude vs pendo for engineering led enterprise teams analytics feature flags experimentation
PERSONALIZED
Google ↗
AI Mode ↗		Identify the best fit for an engineering-led enterprise that wants analytics and experimentation workflows.Comparisonbuyers_guideanalytics and product capabilities1x
of 5
best of posthog amplitude pendo for an engineering led enterprise needing analytics and experimentation
PERSONALIZED
Google ↗
AI Mode ↗		Identify the best fit for an enterprise where engineering teams own analytics and experimentation.Comparisonbuyers_guideanalytics and product capabilities1x
of 5
posthog amplitude pendo enterprise reviews real user pros cons support
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants candid user feedback about enterprise reliability, support, and everyday limitations.Reasonreview_roundupreviews and customer support1x
of 5
posthog amplitude pendo independent enterprise reviews support reliability limitations
RELATED
Google ↗
AI Mode ↗		Find candid customer feedback about enterprise support, reliability, and practical shortcomings.Reasonreview_roundupreviews and customer support1x
of 5
posthog amplitude pendo raw data export event ownership migration vendor lock in
IMPLICIT
Google ↗
AI Mode ↗		Evaluate data portability and the difficulty of leaving each platform later.Reasonweb_articlehosting and data control1x
of 5
posthog amplitude pendo enterprise customer case studies measurable results
RELATED
Google ↗
AI Mode ↗		Find documented enterprise deployments and the outcomes those customers achieved.Reasoncase_studyreviews and customer support1x
of 5
posthog vs amplitude vs pendo for engineering led enterprise teams
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants a recommendation for an enterprise team whose evaluation is led by engineers.Comparisonbuyers_guideteam fit and use cases1x
of 5
pendo vs amplitude vs posthog for enterprise product managers low engineering support
PERSONALIZED
Google ↗
AI Mode ↗		Determine which platform best serves product teams with limited access to engineering resources.Comparisonbuyers_guideteam fit and use cases1x
of 5
best of pendo amplitude posthog for enterprise product managers needing no code onboarding and adoption
PERSONALIZED
Google ↗
AI Mode ↗		Identify the best fit for enterprise product teams prioritizing low-code adoption and onboarding workflows.Comparisonbuyers_guideteam fit and use cases1x
of 5
posthog amplitude pendo enterprise support SLA customer success professional services
RELATED
Google ↗
AI Mode ↗		Compare enterprise support commitments and implementation assistance.Other / navigationalcomparison_tablereviews and customer support1x
of 5
pendo vs amplitude vs posthog for enterprise product managers and customer success teams
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants a recommendation for enterprise product and customer success teams that need accessible analytics and adoption tools.Comparisonbuyers_guideteam fit and use cases1x
of 5
best of posthog amplitude pendo for an enterprise b2b saas product team with limited engineering resources
PERSONALIZED
Google ↗
AI Mode ↗		Find a recommendation tailored to a hypothetical enterprise B2B SaaS team with limited engineering capacity.Comparisonbuyers_guideteam fit and use cases1x
of 5
amplitude analytics experiment vs pendo analytics guides feedback vs posthog analytics feature flags enterprise
ENTITY EXPANSION
Google ↗
AI Mode ↗		Compare the broader product suites behind the three vendor names.Comparisoncomparison_tableanalytics and product capabilities1x
of 5
posthog vs amplitude vs pendo for enterprise saas with strong engineering team
PERSONALIZED
Google ↗
AI Mode ↗		Find the best platform for an enterprise SaaS organization with substantial engineering resources.Comparisonbuyers_guideteam fit and use cases1x
of 5
posthog product analytics amplitude analytics pendo product experience enterprise platform capabilities
ENTITY EXPANSION
Google ↗
AI Mode ↗		Clarify the scope of each vendor's product suite and enterprise offering.Other / navigationalproduct_spec_sheetanalytics and product capabilities1x
of 5
posthog amplitude pendo enterprise support sla uptime onboarding professional services
IMPLICIT
Google ↗
AI Mode ↗		Compare enterprise service commitments and assistance available during rollout and ongoing operation.Other / navigationalproduct_spec_sheetimplementation effort1x
of 5
posthog amplitude pendo enterprise user experiences drawbacks switched platforms
RELATED
Google ↗
AI Mode ↗		Find candid accounts of enterprise limitations and reasons teams switched vendors.Consequenceforum/qnateam fit and use cases1x
of 5
posthog vs amplitude vs pendo for enterprise product managers customer success limited engineering support
PERSONALIZED
Google ↗
AI Mode ↗		Identify the best fit for product and customer success teams that need to work with limited engineering assistance.Comparisonbuyers_guideteam fit and use cases1x
of 5
posthog amplitude pendo enterprise customer case studies rollout results
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants examples of enterprise deployments and the outcomes achieved.Reasoncase_studyreviews and customer support1x
of 5
enterprise product analytics vendor evaluation checklist posthog amplitude pendo sla support data ownership exit terms
IMPLICIT
Google ↗
AI Mode ↗		Build a final enterprise procurement checklist covering service commitments, ownership, and exit risks.Other / navigationalchecklistenterprise security governance1x
of 5

Tokens & cost

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

ModelWhatRequestsInput tokensOutput tokensWeb searchesEst. cost
gpt-6.1-solReal-search passes121,3651,033191 thinking7$0.123
gpt-6.1-solSimulated passes53,0259,0571,167 thinking—$0.097
gpt-6-lunaNaming clusters11,02617768 thinking—$0.0002
Total725,41610,2677$0.220

Billed to your own API keys. Estimated from the providers' list prices (checked 2026-10-30); output includes thinking tokens. Free tiers, caching and retries can make your bill differ. 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.

0326412345
OpenAIx = pass, y = cumulative unique queries
ModelPassTargetGeneratedSecondsTokens (in / out)Notes
gpt-6.1-sol · real search1—732.821,365 / 1,033 · 7 searches
gpt-6.1-sol1141430.6605 / 1,726
gpt-6.1-sol2141438.0605 / 1,924
gpt-6.1-sol3141429.8605 / 1,724
gpt-6.1-sol4141434.6605 / 1,911
gpt-6.1-sol5141431.8605 / 1,772