Real ChatGPT answer · index seed60zTeURpqMgcompleteB2B software · cybersecuritybrand

Can you compare Snyk and Veracode for application security testing based on developer happiness and false positive rates?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare Snyk and Veracode for application security testing based on developer happiness and false positive rates?
3 real searches · 1 real-search pass
Snyk vs Veracode developer experience false positives SAST DAST SCA comparison reviewsGoogle ↗
OBSERVEDComparison
Snyk developer experience developer satisfaction G2 reviews Veracode false positivesGoogle ↗
OBSERVEDReason
Veracode false positive rate SAST accuracy independent benchmark SnykGoogle ↗
OBSERVEDReason

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 (3)
Short factOther / navigationalComparison33%ConsequenceReason67%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Snyk vs Veracode developer experience false positives SAST DAST SCA comparison reviews Google ↗
Snyk developer experience developer satisfaction G2 reviews Veracode false positives Google ↗
Veracode false positive rate SAST accuracy independent benchmark Snyk Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Snyk vs Veracode developer experience false positives SAST DAST SCA comparison reviews
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Snyk developer experience developer satisfaction G2 reviews Veracode false positives
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Veracode false positive rate SAST accuracy independent benchmark Snyk
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1