Real ChatGPT answer + Gemini simulation · index seedIohhIYpEmfscompleteAI OverviewB2B software · cybersecuritybrand
Why is Snyk pricing so confusing for small businesses and what are the top three alternatives I should look at instead
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search36 queries10/30/2026
Download run
Gemini unique queries
34
2 in ≥ half the passes · stability 35%
ChatGPT real searches predicted
50%
1 of 2 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Why is Snyk pricing so confusing for small businesses and what are the top three alternatives I should look at instead
34 unique queries · 3 passes
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.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 34 queries are still being classified.
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.
ChatGPT2 real searches · gpt-650% predicted
Snyk pricing plans 2026 developer project limits official pricing Google ↗
best Snyk alternatives small business pricing Semgrep GitHub Advanced Security SonarQube 2026 Google ↗
- Snyk Plans and Pricing | Try for Free or from $25/month | Get a Custom Quote · snyk.io
- Pricing and Plans | AppSec Platform SAST, SCA, and Secrets · semgrep.dev
- Plans & Pricing: Enterprise & Team Plans for Developers · sonarsource.com
- GitHub plans and pricing · github.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 search
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
34 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
snyk pricing model explained for small teams REFORMULATION | Google ↗ AI Mode ↗ | Understand how Snyk structures its plans and why users find them complicated. | — | pricing_page | snyk pricing model and costs | 2x of 3 | |
github advanced security vs snyk pricing COMPARATIVE | Google ↗ AI Mode ↗ | Compare Snyk pricing directly against GitHub Advanced Security. | — | buyers_guide | snyk pricing model and costs | 2x of 3 | |
snyk pricing structure explained for startups and small teams REFORMULATION | Google ↗ AI Mode ↗ | Understand how Snyk charges small businesses and why it can be difficult to calculate costs. | — | pricing_page | snyk pricing model and costs | 1x of 3 | |
snyk pricing complaints forum RELATED | Google ↗ AI Mode ↗ | Find real user discussions and complaints regarding unexpected costs or confusing Snyk tiers. | — | forum/qna | snyk pricing model and costs | 1x of 3 | |
why is snyk so expensive for startups IMPLICIT | Google ↗ AI Mode ↗ | Discover the cost barriers and scaling issues that small businesses face with Snyk. | — | forum/qna | snyk pricing model and costs | 1x of 3 | |
snyk cost for small business vs enterprise COMPARATIVE | Google ↗ AI Mode ↗ | Compare the cost differences between entry-level and high-end Snyk plans. | — | comparison_table | snyk pricing model and costs | 1x of 3 | |
best developer security tools for small business IMPLICIT | Google ↗ AI Mode ↗ | Discover general category alternatives that focus on security for smaller development teams. | — | buyers_guide | alternative developer security tools | 1x of 3 | |
best developer security tools for startups ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover popular developer security platforms suitable for smaller organizations. | — | buyers_guide | alternative developer security tools | 1x of 3 | |
best snyk alternatives for small business vulnerability scanning COMPARATIVE | Google ↗ AI Mode ↗ | Find direct competitor products suited for small business security needs. | — | comparison_table | alternative developer security tools | 1x of 3 | |
snyk vs semgrep vs github advanced security pricing COMPARATIVE | Google ↗ AI Mode ↗ | Compare Snyk directly against popular developer security alternatives on cost and features. | — | comparison_table | snyk pricing model and costs | 1x of 3 | |
top developer security tools comparison 2024 ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify broader categories of application security tools that might include better alternatives. | — | review_roundup | alternative developer security tools | 1x of 3 | |
top 3 snyk alternatives for vulnerability scanning RELATED | Google ↗ AI Mode ↗ | Find direct competitors to Snyk that offer code scanning and vulnerability management. | — | review_roundup | alternative developer security tools | 1x of 3 | |
top vulnerability scanner alternatives for SMB ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify alternative vulnerability scanning and SAST/DAST tools designed for small and medium businesses. | — | review_roundup | alternative developer security tools | 1x of 3 | |
snyk free tier limits vs paid plans RELATED | Google ↗ AI Mode ↗ | Check the exact feature restrictions on Snyk's free tier that often confuse users. | — | product_spec_sheet | snyk pricing model and costs | 1x of 3 | |
why is snyk so expensive reddit IMPLICIT | Google ↗ AI Mode ↗ | Read authentic user discussions about Snyk pricing complaints and hidden costs. | — | forum/qna | snyk pricing model and costs | 1x of 3 | |
cost effective application security platform for a five person dev team PERSONALIZED | Google ↗ AI Mode ↗ | Find affordable application security solutions optimized for tiny development teams. | — | web_article | alternative developer security tools | 1x of 3 | |
why is snyk so expensive REFORMULATION | Google ↗ AI Mode ↗ | Find discussions or analyses explaining the high cost and pricing model of Snyk. | — | web_article | snyk pricing model and costs | 1x of 3 | |
semgrep vs snyk cost comparison COMPARATIVE | Google ↗ AI Mode ↗ | Check if Semgrep is a cheaper alternative for static analysis than Snyk. | — | comparison_table | snyk pricing model and costs | 1x of 3 | |
sonarqube vs snyk cost comparison for small teams COMPARATIVE | Google ↗ AI Mode ↗ | Evaluate SonarQube as a potential cheaper alternative to Snyk. | — | comparison_table | snyk pricing model and costs | 1x of 3 | |
veracode checkmarx snyk alternative cost comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare enterprise and mid-market security platform costs. | — | comparison_table | snyk pricing model and costs | 1x of 3 | |
how does snyk calculate license usage and seats REFORMULATION | Google ↗ AI Mode ↗ | Understand the metric Snyk uses for billing, such as developer seats or test frequency. | — | faq_page | snyk pricing model and costs | 1x of 3 | |
is snyk free tier enough for small business RELATED | Google ↗ AI Mode ↗ | Determine the limitations of Snyk's free plan for small commercial projects. | — | faq_page | snyk pricing model and costs | 1x of 3 | |
how does snyk charge per developer or per test RELATED | Google ↗ AI Mode ↗ | Clarify the specific metric Snyk uses for billing (developers vs projects vs test frequency). | — | faq_page | snyk pricing model and costs | 1x of 3 | |
open source vulnerability scanner free alternatives ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find open-source or free tools that avoid paid subscription confusion altogether. | — | web_article | alternative developer security tools | 1x of 3 | |
checkmarx vs snyk for small teams COMPARATIVE | Google ↗ AI Mode ↗ | See how Checkmarx compares to Snyk in terms of pricing and usability for small teams. | — | review_roundup | snyk pricing model and costs | 1x of 3 | |
free open source vulnerability management tools IMPLICIT | Google ↗ AI Mode ↗ | Find free or open-source alternatives to commercial tools like Snyk. | — | checklist | alternative developer security tools | 1x of 3 | |
checkmarx vs snyk small business pricing COMPARATIVE | Google ↗ AI Mode ↗ | Compare Checkmarx pricing and suitability for smaller development teams. | — | review_roundup | snyk pricing model and costs | 1x of 3 | |
open source vulnerability scanners alternative to snyk ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find free or open-source tools that can replace paid Snyk features. | — | web_article | alternative developer security tools | 1x of 3 | |
sonarqube pricing vs snyk pricing model COMPARATIVE | Google ↗ AI Mode ↗ | Compare SonarQube's line-of-code or server-based pricing model with Snyk's developer-based model. | — | comparison_table | snyk pricing model and costs | 1x of 3 | |
affordable application security testing tools for small business PERSONALIZED | Google ↗ AI Mode ↗ | Find security software specifically marketed or priced for budget-conscious organizations. | — | buyers_guide | alternative developer security tools | 1x of 3 | |
snyk license per developer pricing model explained REFORMULATION | Google ↗ AI Mode ↗ | Understand how Snyk's per-developer pricing model works and why it confuses users. | — | glossary/definition | snyk pricing model and costs | 1x of 3 | |
snyk pricing complaints reddit RELATED | Google ↗ AI Mode ↗ | Read real user opinions and complaints regarding unexpected bills or pricing complexity from Snyk. | — | forum/qna | snyk pricing model and costs | 1x of 3 | |
affordable application security posture management tools PERSONALIZED | Google ↗ AI Mode ↗ | Discover budget-friendly application security tools for resource-constrained organizations. | — | buyers_guide | alternative developer security tools | 1x of 3 | |
best snyk competitors for code vulnerability testing ENTITY EXPANSION | Google ↗ AI Mode ↗ | List all prominent market competitors specializing in code security testing. | — | review_roundup | alternative developer security tools | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
Geminix = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 919 / 1,416 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 919 / 1,371 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 919 / 1,428 |