
Guardrail Release
Open-source release of the GA Guard series, a family of safety classifiers that have been providing comprehensive protection for enterprise AI deployments for the past year.
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Our ecosystem
Today's AI guardrails rely on statistical filters, constitution-style prompts, and anomaly thresholds that merely dilute risk—they are not safety guarantees. These probabilistic defenses trim risk exposure but leave a stubborn long-tail of failure modes.
General Analysis severs that tail with the industry's most comprehensive automated red-teaming suite. All uncovered vulnerabilities are pipelined directly to the blue-team, where they are distilled into runtime guardrails.
With General Analysis, security becomes a native property of the system. Entire exploit classes move from improbable to impossible, so safety scales in lockstep with your models.
Our solutions
General Analysis pressure-tests 1000+ regulated workloads and distills the findings into runtime guardrails. Every use case pairs real incidents with the mitigations we ship across asset management, runtime protection, and compliance.
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Discover and fix vulnerabilities before they become security incidents. Execute diverse adversarial attacks using 60+ algorithms and 100k+ test scenarios to find weaknesses in your AI systems.

Ensure safe and compliant AI deployments with ultra-low latency guardrails. Monitor AI system behavior and detect policy violations in real-time with adversarially-trained protection.

Comprehensive scanning and inventory of all AI-related assets – from knowledge bases and vector stores to models and multi-component pipelines. Discover vulnerabilities before attackers do.

Align your AI systems with major risk management frameworks and regulations. Generate the evidence and documentation needed for audits aligned with NIST, OWASP, ISO, EU AI Act, and more.

Fresh press mentions, walkthroughs, and partner spotlights about how teams use General Analysis to harden their AI systems.
Built by a team of innovators and researchers deeply rooted in deploying secure AI infrastructure at scale
Partner with the team behind the industry’s most robust guardrails, observability, and red-teaming workflows. We deploy fast, integrate deeply, and keep your systems resilient.