queryfanout.com
Real ChatGPT answer + Gemini simulation · index seed52ljKxuoxvQcompleteAI OverviewB2B software · cybersecuritybrand

How does Snyk calculate its developer seat pricing and is it based on active users or total repository contributors?

ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search34 queries10/30/2026
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Gemini unique queries
33
3 in ≥ half the passes · stability 36%
ChatGPT real searches predicted
100%
1 of 1 matched the simulation

Fan-out diagram

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

SEED QUERY
How does Snyk calculate its developer seat pricing and is it based on active users or total repository contributors?
33 unique queries · 3 passes
pricing plans and cost comparison
2 queries · 4 hits
snyk pricing vs github advanced security licensing2xGoogle ↗
COMPARATIVEComparison
snyk pricing calculator estimate cost2xGoogle ↗
ENTITY EXPANSIONOther / navigational
developer seat pricing model
1 query · 2 hits
snyk developer seat pricing model explained2xGoogle ↗
REFORMULATIONReason

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 (33)ChatGPT real searches (1)
Short factOther / navigational24%Comparison39%Consequence3%Reason18%Definition9%100%Instruction6%Yes / no

Classes come from the query-classifier (a local Laya model). 28 of 34 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.

ChatGPT1 real searches · gpt-6100% predicted
Snyk developer seat pricing active users contributors repository contributors seat definition Google ↗
simulatedsnyk pricing model developer seats active users vs contributors0.967
  1. Snyk official pricing and FAQ · snyk.io
  2. Snyk documentation · docs.snyk.io

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
developer seat pricing modelpricing plans and cost comparisonactive users vs contributors bill…enterprise license and user manag…
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

33 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
snyk developer seat pricing model explained
REFORMULATION
Google ↗
AI Mode ↗		Understand the fundamental structure of how Snyk charges for developer seats.Reasonpricing_pagedeveloper seat pricing model2x
of 3
snyk pricing vs github advanced security licensing
COMPARATIVE
Google ↗
AI Mode ↗		Compare Snyk's developer seat pricing policy against GitHub Advanced Security.Comparisoncomparison_tablepricing plans and cost comparison2x
of 3
snyk pricing calculator estimate cost
ENTITY EXPANSION
Google ↗
AI Mode ↗		Use an interactive tool to estimate Snyk subscription costs based on the number of developers.Other / navigationalcalculator/toolpricing plans and cost comparison2x
of 3
snyk pricing model developer seats active users vs contributors
REFORMULATION
Google ↗
AI Mode ↗		Understand specifically how Snyk distinguishes between active users and total contributors for billing purposes.Comparisonpricing_pagedeveloper seat pricing model1x
of 3
how does snyk license developer seats
REFORMULATION
Google ↗
AI Mode ↗		Get a general overview of Snyk licensing rules for users.Other / navigationalfaq_pagedeveloper seat pricing model1x
of 3
does snyk charge for all git repository contributors or active users
REFORMULATION
Google ↗
AI Mode ↗		Clarify the specific distinction between total contributors and active users in Snyk licensing.Reasonfaq_pageactive users vs contributors billing1x
of 3
does snyk charge for every git contributor or only active users
RELATED
Google ↗
AI Mode ↗		Clarify the distinction between total repository contributors and actively billed users.Other / navigationalfaq_pageactive users vs contributors billing1x
of 3
snyk free tier vs paid tier developer limits
RELATED
Google ↗
AI Mode ↗		Learn if free plans have different seat rules compared to enterprise plans.Comparisoncomparison_tablepricing plans and cost comparison1x
of 3
snyk active developer definition licensing
RELATED
Google ↗
AI Mode ↗		Find out how Snyk technically defines an active developer for billing purposes.Definitionglossary/definitionenterprise license and user management1x
of 3
how does snyk define a developer seat
IMPLICIT
Google ↗
AI Mode ↗		Find the official vendor definition of what constitutes a billable developer seat in Snyk.Definitionglossary/definitiondeveloper seat pricing model1x
of 3
what counts as a developer seat in application security tools
IMPLICIT
Google ↗
AI Mode ↗		Understand industry standards for what defines a billable developer in AppSec platforms.Comparisonglossary/definitiondeveloper seat pricing model1x
of 3
how does snyk count users for billing
IMPLICIT
Google ↗
AI Mode ↗		Learn the exact auditing or counting mechanism Snyk uses to tally billable developers.Reasonproduct_spec_sheetactive users vs contributors billing1x
of 3
snyk vs github advanced security pricing user seats comparison
COMPARATIVE
Google ↗
AI Mode ↗		Compare how Snyk's seat-based pricing stacks up against competitors like GitHub Advanced Security.Comparisoncomparison_tablepricing plans and cost comparison1x
of 3
snyk plans and pricing structure free team enterprise
ENTITY EXPANSION
Google ↗
AI Mode ↗		Examine all available Snyk subscription tiers and how seats apply to each tier.Other / navigationalproduct_spec_sheetpricing plans and cost comparison1x
of 3
does snyk charge for git committers who don't use the product
IMPLICIT
Google ↗
AI Mode ↗		Clarify if passive contributors or casual committers trigger license fees.Comparisonforum/qnaactive users vs contributors billing1x
of 3
snyk licensing guide for enterprise teams
ENTITY EXPANSION
Google ↗
AI Mode ↗		Review broader enterprise licensing documents to see how large organizations handle Snyk seats.Instructionbuyers_guideenterprise license and user management1x
of 3
how to reduce snyk license costs for large engineering teams
PERSONALIZED
Google ↗
AI Mode ↗		Find strategies or tips to minimize billable developer seats when using Snyk across a large company.Comparisonbuyers_guidepricing plans and cost comparison1x
of 3
snyk enterprise plan user management and provisioning
ENTITY EXPANSION
Google ↗
AI Mode ↗		Explore how enterprise user accounts and SCIM provisioning relate to Snyk billing.Comparisoncode_samples/docsenterprise license and user management1x
of 3
optimizing snyk license costs reduce developer seats
PERSONALIZED
Google ↗
AI Mode ↗		Find strategies to minimize billable developer counts and reduce overall Snyk subscription expenses.Consequenceweb_articledeveloper seat pricing model1x
of 3
snyk licensing agreement developer definition
REFORMULATION
Google ↗
AI Mode ↗		Read the official legal terms and conditions regarding Snyk user licensing.Definitionpdf_whitepaperenterprise license and user management1x
of 3
managing snyk licenses and removing inactive users
PERSONALIZED
Google ↗
AI Mode ↗		Learn how administrators can optimize costs by deactivating unused Snyk seats.Reasonhow_to_stepsenterprise license and user management1x
of 3
snyk contributor license agreement vs developer seat
RELATED
Google ↗
AI Mode ↗		Distinguish between repository contributors and licensed developers in Snyk documentation.Comparisoncode_samples/docsdeveloper seat pricing model1x
of 3
are occasional contributors counted in snyk pricing
RELATED
Google ↗
AI Mode ↗		Know if pull-request contributors or external collaborators trigger additional Snyk charges.Other / navigationalforum/qnaactive users vs contributors billing1x
of 3
snyk cost calculator for development teams
ENTITY EXPANSION
Google ↗
AI Mode ↗		Find a tool to estimate Snyk subscription costs based on team size.Comparisoncalculator/toolpricing plans and cost comparison1x
of 3
are read only users free on snyk
IMPLICIT
Google ↗
AI Mode ↗		Determine whether non-contributing or read-only accounts incur seat charges in Snyk.Other / navigationalforum/qnaactive users vs contributors billing1x
of 3
snyk enterprise license user management scim
ENTITY EXPANSION
Google ↗
AI Mode ↗		Understand how user provisioning and de-provisioning affects Snyk billing.Other / navigationalcode_samples/docsenterprise license and user management1x
of 3
snyk appsec platform pricing structure overview
RELATED
Google ↗
AI Mode ↗		Review the full structure of Snyk's commercial offerings.Reasonbuyers_guidepricing plans and cost comparison1x
of 3
snyk check how many developer seats are used
IMPLICIT
Google ↗
AI Mode ↗		Find out where administrators can view current seat consumption within the Snyk dashboard.Reasonhow_to_stepsdeveloper seat pricing model1x
of 3
snyk developer seat license audit and compliance
RELATED
Google ↗
AI Mode ↗		Understand how Snyk audits or monitors active developer seat counts during a contract.Comparisonweb_articledeveloper seat pricing model1x
of 3
snyk appsumo or volume discount options for seats
RELATED
Google ↗
AI Mode ↗		Check if Snyk offers volume discounting or alternative purchasing paths for seat licenses.Comparisonpricing_pagedeveloper seat pricing model1x
of 3
check snyk active users limit dashboard
PERSONALIZED
Google ↗
AI Mode ↗		Find where administrators can view current seat utilization in their account.Other / navigationalcode_samples/docsactive users vs contributors billing1x
of 3
how to audit snyk license usage and active seats
REFORMULATION
Google ↗
AI Mode ↗		Learn the administrative steps to check current active seat utilization inside the Snyk dashboard.Instructionhow_to_stepsdeveloper seat pricing model1x
of 3
snyk developer seat cost per month
REFORMULATION
Google ↗
AI Mode ↗		Find the exact dollar amount charged per developer seat on Snyk paid plans.Comparisonpricing_pagedeveloper seat pricing model1x
of 3

Passes

Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.

01733123
Geminix = pass, y = cumulative unique queries
ModelPassTargetGeneratedSecondsTokens (in / out)Notes
gemini-3.5-flash-lite11212—915 / 1,383
gemini-3.5-flash-lite21212—915 / 1,428
gemini-3.5-flash-lite31212—915 / 1,409