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Safety & Compliance

Deploy AI with confidence. Winnow provides guardrails for hallucination, toxicity, and cost regression with auto-kill arms that breach thresholds, immutable audit logs for compliance, and built-in support for EU AI Act readiness.

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configure_guardrails.pypython

import winnow

# Configure guardrail rules for a deployment
guardrails = winnow.create_guardrails(
    deployment="customer-support-agent",
    rules=[
        winnow.rules.Hallucination(
            detector="gpt-4o",
            threshold=0.15,        # max 15% hallucination rate
            action="kill",         # auto-kill arm on breach
            window="1h",
        ),
        winnow.rules.Toxicity(
            model="perspective-api",
            threshold=0.02,        # max 2% toxic responses
            action="alert",
            notify=["#safety-alerts", "oncall@company.com"],
        ),
        winnow.rules.CostRegression(
            baseline="last_7d_avg",
            max_increase_pct=25,   # alert if cost jumps 25%+
            action="alert",
        ),
        winnow.rules.LatencyBudget(
            p99_max_ms=2000,
            action="kill",
        ),
    ],
    audit_log=True,                # immutable audit trail
    eu_ai_act_mode=True,           # Article 9 risk logging
)

print(f"Guardrails active: {guardrails.id}")
# Guardrails active: gr_8f2k9x

Production Guardrails for AI Teams

Set thresholds, enforce limits, and maintain a complete audit trail for every decision your AI makes.

Hallucination & Toxicity Guards

Monitor hallucination rates with LLM-based detectors and toxicity with Perspective API or custom classifiers. Set per-deployment thresholds and response actions.

Auto-Kill on Breach

When a guardrail threshold is breached, Winnow can automatically kill the offending experiment arm, roll back to a safe version, or route traffic away in real time.

Immutable Audit Log

Every guardrail event, threshold change, and kill action is recorded in an append-only audit log. Export logs for SOC 2, ISO 27001, or internal compliance reviews.

EU AI Act Readiness

Enable Article 9 risk management logging, data governance tracking, and transparency reporting. Winnow generates the documentation artifacts your compliance team needs.

Move fast without breaking trust

Speed and safety are not trade-offs. Winnow's guardrails run alongside your experiments so you can iterate on prompts and models at full speed while maintaining hard limits on hallucination, toxicity, and cost.

Real-time monitoring with sub-minute detection latency

Configurable actions: alert, throttle, kill, or rollback

Cost regression detection against rolling baselines

Role-based access control for guardrail configuration

Exportable compliance reports for SOC 2 and EU AI Act

Ship AI your compliance team will approve

Set up your first guardrail in under five minutes. Safety features are included on all plans.

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