use cases
Continuous red-teaming + routing — built for enterprise GenAI.
CISO/Risk
- Quantify and reduce GenAI risk across teams and vendors
- Evidence for governance, audit, and incident response
- Enforce consistent safety policy with routing + controls
Engineering
- CI gate for new models and prompts before production
- Catch regressions when vendors/models update
- Integrate findings into Jira/CI/SIEM and ship fixes fast
Gov/Defense
- Deployment options for restricted environments (VPC/on-prem)
- Controls for sensitive data and strict governance requirements
- Evidence packages for procurement, accreditation, and oversight
Common workflows
Launch gate for new models
- Run an evaluation suite before enabling a model in production
- Compare to a baseline and block high-severity regressions
- Produce an approval packet with evidence and mitigations
Runtime red-teaming (24/7)
- Scheduled and continuous adversarial testing in production-like conditions
- Monitor for drift and new failure modes as models and tools change
- Alert on critical findings with reproduction steps
Model routing for safety + cost
- Route sensitive requests to safer models; low-risk requests to cheaper/faster models
- Enforce tool permissions and data-access rules per use case
- Fall back or block when risk rises
Procurement + governance
- Evaluate multiple vendors/models for a given enterprise use case
- Maintain an internal “model inventory” with strengths, risks, and evidence
- Support periodic reviews and compliance reporting
What SnowCrash Produces
Policy bypass / jailbreaks
Severity score, reproduction prompts, and recommended mitigations.
Data exposure (RAG/tools)
Evidence of what leaked, affected connectors, and fix guidance.
Agent actions / tool abuse
Tool-call traces, policy recommendations, and safer routing.
Deception / harmful behavior
Trigger cases, pattern detection, and routing/controls.
Sample output
Executive summary
Findings list (severity + impact)
Reproduction steps
Evidence (logs/screenshots/traces)
Recommended mitigations
Routing suggestions
Verification notes
Integrations
Slack
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Teams
Jira
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Splunk
SIEM
Datadog
Sentry
Webhooks
API
CI pipelines
Cloud logging
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