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AI Security

Ensemble LLMs For High-Precision Security Findings

One model's confident answer is a guess. Multiple models agreeing is evidence. Ensemble approaches raise precision for security-critical findings.

Mar 13, 20262 min read
AI Security

Griffin AI vs GPT-5: Compliance Posture

Compliance posture is about what you can prove, not what you can do. GPT-5 has impressive capabilities; Griffin AI is engineered to be defensible.

Mar 13, 20264 min read
AI Security

Hallucinated Security Findings: Measurable Rates

Pure-LLM security analysis hallucinates findings at rates between 20% and 70% depending on the task and model. Grounding is the architectural answer.

Mar 12, 20262 min read
AI Security

Griffin AI vs Gemini for FedRAMP Workflows

Gemini has FedRAMP-authorised deployment options. Griffin AI builds on FedRAMP-aligned infrastructure. The comparison is about what the customer has to build.

Mar 12, 20263 min read
AI Security

False Positive Rates: Griffin AI vs Mythos Benchmarked

Why pure-LLM security products generate false positives that engine-grounded platforms like Griffin AI structurally cannot — with CWEs and real triage data.

Mar 12, 20266 min read
AI Security

Support Model: Griffin AI vs Mythos

Support tier comparisons look identical on paper. The real difference shows up at 2am during an incident, and the shape of that difference is worth understanding before signing.

Mar 12, 20265 min read
AI Security

Cursor Enterprise Security Buyer Review 2026

An honest security buyer's review of Cursor Enterprise for 2026: data handling, model isolation, audit posture, and the gaps to negotiate before signing.

Mar 12, 20265 min read
AI Security

Snyk Container Security: What It Scans and How

Snyk Container scans Docker and OCI images for OS and dependency vulnerabilities and recommends better base images. Here is how it works and where its limits are.

Mar 12, 20266 min read
AI Security

AI Data Security Solutions: What Actually Protects Your Data?

AI data security solutions cover the tools and controls that protect the data flowing into, through, and out of AI systems. Here is what the category really includes and how to evaluate it.

Mar 11, 20267 min read
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