Black Duck
What ChatGPT, Claude, Gemini & Grok actually say · August 2026 · incumbent
Visit blackduck.com ↗The verdict
Black Duck appears in 1 AI-ranked category — best position #5 for dependency sca scanner for open-source risk.
Positioning brief — for the Black Duck team
Why the models put Black Duck at #5 for dependency sca scanner for open-source risk
- license governance and compliance audits GPT · Gemini“Unmatched depth in license compliance audits”
- deep binary analysis GPT · Gemini“deep binary signature analysis”
- audit-ready enterprise risk reporting GPT · Gemini“audit-ready reporting for large regulated enterprises”
What the models credit Snyk (#1) with — and don’t credit Black Duck
- developer experience and deep workflow integration GPT · Claude · Gemini · Grok“Best overall developer experience”
- proprietary vulnerability intelligence GPT · Claude · Gemini“strong proprietary vulnerability intelligence”
- automated fix PRs with reachability analysis GPT · Claude · Gemini · Grok“automated fix PRs”
What would move the rank — the models’ fix lines, unified
- speed up scanning times GPT · Gemini“Drastically speed up scanning times”
- streamline CI/CD integration complexity GPT · Gemini“streamline the CI/CD integration complexity”
- modernize remediation and developer workflows GPT“Modernize and streamline scanning, remediation, and developer workflows”
Restructured from verbatim model output · nothing invented · every quote machine-verified
Best-in-class software inventory and license governance, strong binary and snippet analysis, broad component identification, mature policy controls, and audit-ready reporting for large regulated enterprises
Gemini Unmatched depth in license compliance audits, deep binary signature analysis, and comprehensive M&A security risk reporting.
Where Black Duck falls short, per the models
- GPT Modernize and streamline scanning, remediation, and developer workflows to reduce complexity and feedback time
- Gemini Drastically speed up scanning times and streamline the CI/CD integration complexity.
Poll history — On this board 5 of 6 polls since Jun 29 — off it in the latest
#4 → #4 → #4 → #5 → #4 → –
What changed in the models’ minds
GeminiJun 30 → Jul 8 poll
- Newdeep binary signature analysis
- Newfaster scanning times“Drastically speed up scanning times”
- Newstreamline CI/CD integration complexity“streamline the CI/CD integration complexity”
- Droppedenterprise policy governance
+2 more changes
Top alternatives per the models: Snyk · Endor Labs · Socket · GitHub Advanced Security
Watch Black Duck
Boards re-poll weekly and the models change their minds. One short email only when Black Duck's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
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Black Duck ranks #5 for best dependency sca scanner for open-source risk by AI-model consensus. Put the badge in your README, docs or site — it updates automatically as the models re-rank.
[](https://modelsagree.com/best/best-dependency-sca-scanner-for-open-source-risk?utm_source=badge&utm_medium=embed&utm_campaign=badge-black-duck)<a href="https://modelsagree.com/best/best-dependency-sca-scanner-for-open-source-risk?utm_source=badge&utm_medium=embed&utm_campaign=badge-black-duck"><img src="https://modelsagree.com/badge/black-duck.svg" alt="Black Duck — ranked #5 for Best dependency SCA scanner for open-source risk by AI models on ModelsAgree" height="28"></a>Rankings are computed from what the models answer, re-polled on demand · raw reasoning shown verbatim · methodology