Irvine Solution

Managed AI‑Opsfor Azure OpenAI & ML

Sleep easy knowing your LLMs, prompts and data pipelines are
monitored, secured and optimized—24 hours a day.

Incidents Resolved This Month

0

Synthetic demo counter — connects to PagerDuty in production.

Key Capabilities

Model Drift Detection

Real‑time KL divergence alerts and auto‑rollback to previous checkpoints.

Prompt & Response Firewall

Regex + semantic filters for PII, toxicity and jailbreak patterns.

24×7 Incident Response

Tier‑3 on‑call engineers with 15‑minute SLA via PagerDuty.

Observability Dashboard

Vector index latency, token usage trends and success/failure heatmaps.

Compliance Audit Logs

Immutable prompt/response snapshots with 1‑click export for auditors.

Continuous Fine‑Tuning

Human‑in‑the‑loop labeling and weekly RLHF pipelines.

How We Onboard

1

Baseline

Connect logs & telemetry; risk assessment in 5 days.

2

Harden

Deploy guardrails, SLOs, dashboards during two‑week sprint.

3

Run

24×7 monitoring, weekly drift reviews, monthly AI ethics report.

Secure, Reliable AI—Without the Pager

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