I am interning at a fintech startup and need recommendations for a developer security platform that won't annoy our engineering team with too many false positives.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am interning at a fintech startup and need recommendations for a developer security platform that won't annoy our engineering team with too many false positives.
4 real searches · 1 real-search pass
2026 developer application security platforms false positives developer experience Semgrep Aikido Snyk Endor Labs GitHub Advanced Security comparisonGoogle ↗
OBSERVED
Semgrep platform reachability false positives official documentation 2026Google ↗
OBSERVED
Aikido Security false positives triage reachability official platform featuresGoogle ↗
OBSERVED
Endor Labs dependency reachability prioritization official documentationGoogle ↗
OBSERVED
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 4 queries…
Searches and sources
ChatGPT4 real searches · gpt-6
2026 developer application security platforms false positives developer experience Semgrep Aikido Snyk Endor Labs GitHub Advanced Security comparison Google ↗
Semgrep platform reachability false positives official documentation 2026 Google ↗
Aikido Security false positives triage reachability official platform features Google ↗
Endor Labs dependency reachability prioritization official documentation Google ↗
- Aikido Security · aikido.dev
- Aikido vs Semgrep vs GitHub Advanced Security: choosing a low-noise SAST path · llms.aikidosecurity.com
- Semgrep · semgrep.dev
- Best Code Security Platforms in 2026, Compared · endorlabs.com
- Dependency Management Report · endorlabs.com
- Best Application Security Platforms: ranked and compared · faun.dev
- Best SAST Tools 2026: Aikido, Snyk, Semgrep and More · aikido.dev
- GitHub Advanced Security · github.com
- Endor Labs · endorlabs.com
- Snyk · snyk.io
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 developer application security platforms false positives developer experience Semgrep Aikido Snyk Endor Labs GitHub Advanced Security comparison OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Semgrep platform reachability false positives official documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Aikido Security false positives triage reachability official platform features OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Endor Labs dependency reachability prioritization official documentation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |