Architecture
Alert → Investigate → Post RCA → Learn. Fully self-contained on a single GPU node.
Nika investigates production incidents in 30 seconds. Self-hosted, self-improving, PII-safe. Deploy once, stop waking up at 3 AM.
Alert → Investigate → Post RCA → Learn. Fully self-contained on a single GPU node.
Alert to root cause analysis in seconds. Checks logs, metrics, runbooks, and past incidents automatically.
Learns from engineer feedback. 👍 confirms patterns, 👎 corrects them. Gets smarter with every incident.
Blocks PAN, Aadhaar, credit card numbers before they reach the LLM. Compliance-ready for fintech.
Your data never leaves your infrastructure. Run on your own GPU or use any LLM API. Zero vendor lock-in.
CloudWatch, Prometheus, Datadog. Slack, Teams, PagerDuty. vLLM, Ollama, OpenAI. Mix and match.
Self-hosted LLM means unlimited investigations at zero marginal cost. ~$290/mo all-in for the GPU.
CloudWatch, Prometheus, Datadog — Nika picks it up via SQS, webhook, or polling.
P1 gets full deep investigation. P3 gets quick triage. P4 is just logged. Alert storms are deduplicated.
Reads logs, metrics, pod status, recent deployments. Zero write access — cannot break anything.
Combines evidence + runbooks + memory of similar past incidents. PII is stripped before reaching the model.
Root cause + recommendation + confidence level. Tagged to the right team. Engineers react to confirm or correct.
| Nika | HolmesGPT | Datadog AI | PagerDuty | |
|---|---|---|---|---|
| Self-hosted | ✅ | ✅ | ❌ | ❌ |
| Self-improving memory | ✅ | ❌ | ❌ | ❌ |
| Feedback loop | ✅ | ❌ | ❌ | ❌ |
| PII protection | ✅ | ❌ | N/A | N/A |
| BYO model | ✅ | ✅ | ❌ | ❌ |
| Priority routing | ✅ | ❌ | ✅ | ✅ |
| $0 inference | ✅ | ✅ | ❌ | ❌ |
| Price | Free | Free | $$$$ | $$$ |
Deploy Nika in 10 minutes. Get your first automated RCA in 30 seconds.