Infrastructure that thinks.
The AIOps Scale integrates Dragon Brain into Tophan’s operations layer. Natural language infrastructure management, anomaly detection, capacity planning, and automated remediation — powered by a knowledge system that learns your environment.
| Feature | Description | Status |
|---|---|---|
| Natural Language Ops | Ask questions and give commands in plain language. “Why is VM-12 slow?” gets an actual diagnosis, not a dashboard. | Planned |
| Anomaly Detection | Baseline learning for every metric. Alerts on statistical anomalies, not static thresholds. Fewer false positives, faster detection. | Planned |
| Capacity Planning | Trend analysis and growth prediction. Know when you’ll need more resources before you run out. | Planned |
| Smart VM Placement | Intelligent workload scheduling based on resource patterns, affinity, and historical performance. | Planned |
| Auto-Remediation | Configurable response playbooks triggered by detected conditions. Restart, migrate, scale, or alert — automatically. | Planned |
| Root Cause Analysis | Correlate events across Scales to identify root causes, not symptoms. “Disk latency on Node 3 caused query timeouts on DB-7.” | Planned |
| Knowledge Base | Dragon Brain accumulates operational knowledge about your specific environment. It gets smarter over time. | Planned |
| Incident Timeline | Automatic reconstruction of event sequences during incidents. What happened, in what order, and why. | Planned |
The AIOps Scale is powered by Dragon Brain — a geometric knowledge system that stores relationships, not just metrics. It understands that a storage latency spike on one node can cause application timeouts on another, even when those systems aren’t directly connected in your mental model.
Dragon Brain doesn’t replace your monitoring stack. It sits on top of it and provides the analysis layer that turns data into understanding.
Traditional infrastructure management requires knowing which dashboard to check, which metric to look at, and how to interpret it in context. The AIOps Scale lets you skip all of that:
This isn’t a chatbot wrapper around a search engine. Dragon Brain has a geometric model of your infrastructure and its relationships. It reasons about cause and effect.