Automated Incident Diagnostics &
Deterministic SRE Runbooks
Transform raw multi-line production logs into structured 14-section incident reports and interactive stage-by-stage investigation workspaces without AI command hallucinations.
Enterprise Platform Capabilities
Engineered to eliminate MTTR latency during critical infrastructure Sev-1/Sev-2 outages.
Deterministic Heuristics Engine
Extracts log signatures, stack traces, metrics (CPU/RAM/latency), and infrastructure tags in milliseconds.
Zero-Hallucination Playbooks
Operational commands and recovery runbooks are generated 100% deterministically by technology rule engines.
Interactive SRE Workspace
Guides engineers step-by-stage through incident investigation with simulated shell output execution.
Comprehensive Post-Mortems
Synthesizes structured 14-section SRE reports with root cause analysis, evidence correlation, and code patches.
Diagnostic Execution Flow
Deterministic parsing and technology playbooks coupled with local AI narrative synthesis.
Paste multi-line logs or upload file dumps (.log, .txt, .json).
Engine extracts stack traces, severity, metrics, and technology keywords.
Maps tech stack to pre-compiled playbooks (MongoDB, Redis, Kafka, K8s, etc.).
Local LLaMA3 agent writes executive descriptions without altering commands.
Renders post-mortem report & step-by-step interactive SRE workspace.
Architecture Standards
Designed for enterprise SRE compliance and zero operational risk.
100% Command Safety
All diagnostic commands, sandbox steps, and recovery patches originate from hard-coded playbooks—never AI guesses.
Sub-3-Second Pipeline
Regex parsing and playbook selection execute instantly before background agent synthesis.
Complete Data Privacy
Zero external API calls required when using local Ollama model weights.