Privacy-First
Autonomous SRE
Zero-egress Kubernetes remediation powered by local LLMs. Your cluster data never leaves your infrastructure.
Get Early AccessSecurity by Architecture
Privacy isn't a feature — it's the foundation.
ollama serve mistral:7bLocal LLM Inference
Mistral-7B runs inside your cluster. Telemetry data, logs, and diagnostics never leave your infrastructure. Zero egress, zero risk.
otel-collector | presidioPII Scrubbing Pipeline
OpenTelemetry collectors with Presidio processors intercept every data stream. Personally identifiable information is redacted before it reaches any model.
rbac: namespace-scopedNamespace-Scoped RBAC
The agent operates with minimal Kubernetes permissions. Write access is scoped to target namespaces only. Cluster-wide access is read-only.
How It Works
Three phases. Full transparency. Zero data egress.
Observe
Ingest real-time telemetry from your Kubernetes cluster via OpenTelemetry. Metrics, logs, and traces flow through the privacy gateway before reaching the agent.
Reason
A local Mistral-7B model analyzes the sanitized telemetry to diagnose root causes. Pattern matching, anomaly detection, and runbook correlation — all on-cluster.
Act
The agent proposes a remediation action, validated against the safety allow-list. Critical actions require human approval via the dashboard before execution.
How We Compare
Purpose-built for privacy-sensitive Kubernetes operations.
| Feature | Opscura | Datadog AI | Botkube | K8sGPT |
|---|---|---|---|---|
| Data Privacy | ✓Local LLM — zero egress | Cloud-only | Cloud API calls | Cloud API calls |
| Autonomous Remediation | ✓Yes, with safety layer | Limited | Manual commands | Diagnosis only |
| Human-in-the-Loop | ✓Built-in approval UI | Notification only | Chat-based | None |
| PII Protection | ✓OTel + Presidio pipeline | Basic masking | None | None |
| Open Source | ✓Yes | No | Partial | Yes |
| Cost | ✓Free (self-hosted) | $$$ | Free tier + paid | API costs |
Get Early Access
Join the waitlist for private beta access. We're onboarding teams with production Kubernetes clusters.