The Nervous System
of Your AI Stack
Unified cost tracking, autonomous incident response, and AI-native observability — for every accelerator, every call, every dollar.
Maturity Framework
Where Are You on the AI Operations
Maturity Curve?
- No centralized monitoring
- Costs checked via provider dashboards
- Basic alerting in place
- Issues found after users report them
- OpenTelemetry deployed
- Dashboards exist but siloed per service
- Anomaly detection active
- Cost forecasting, proactive alerts
- AI SRE investigates & remediates
- Costs auto-optimized continuously
AI SRE in Action
Anatomy of an AI Incident
Same scenario. Different outcomes.
Unified Cost Intelligence
Follow Every Dollar Across Your AI Stack
From LLM tokens to video generation — every cost, one view.
MonitoringX unifies Langfuse LLM traces with usage_events for STT, TTS, and video costs — giving you one dashboard for every AI dollar spent.
The Four Pillars
A Complete AI Operations Control Room
Full-Stack Observability
Logs, metrics, traces, and dashboards unified through the LGTM stack. See every service, every request, every anomaly — in real time.
Unified Cost Tracking
LLM token costs via Langfuse, STT/TTS/Video via usage_events — all in one dashboard. Track spend by accelerator, user, or project.
AI SRE Agent
Autonomous incident investigation with root cause analysis, hypothesis generation, evidence collection, and auto-generated post-mortems.
Anomaly Detection & Forecasting
AI-powered cost prediction, service health scoring, and proactive anomaly alerts — before incidents impact your users.
Under the Hood
Convergence Architecture
Five accelerators, four observability backends, one AI SRE brain — all converging through OpenTelemetry into a unified intelligence layer.
Accelerators
Langfuse
Usage Events
Alertmanager
Grafana Alerting
OpenTelemetry Collector
MonitoringX API
Loki
Grafana
Tempo
Prometheus
Dashboards
Investigations
Post-mortems
Notifications
Ecosystem
The DecisionOS Ecosystem
MonitoringX is the observability layer — ingesting cost data from KnowledgeX, audio metrics from VoiceX, and agent traces from AgentX.
Your AI stack, observed.
Your costs, controlled.
Connect your services, enable traces, and start tracking.