What is NOFire AI?
NOFire AI is a causal intelligence platform for production reliability. It prevents incidents before they reach production and resolves the ones that do happen in minutes, not hours. Unlike observability platforms that show what happened, or AIOps tools that correlate after failures, NOFire provides causal understanding across the full reliability lifecycle: pre-deploy risk assessment, deployment intelligence, runtime RCA, and organizational learning.The Problem
Every engineering team faces these reliability challenges: Root cause depends on who’s on call. Senior SREs have the context. Junior engineers spend hours hunting across dashboards. MTTR varies by 10x based on who responds. You find out deployments were risky after they break production. No way to assess impact before merging. Rollbacks, hotfixes, and customer escalations follow. Post-incident analysis takes hours. Correlating logs, metrics, traces, and changes across tools. Documenting what happened feels like forensic reconstruction. Same failures repeat. Knowledge lives in people’s heads or stale runbooks. When key engineers leave or are unavailable, incidents take longer and teams make the same mistakes. Every incident disrupts engineering work. Planned work stops. On-call engineers burn out. Revenue and customer trust erode with each outage.About NOFire AI
NOFire AI solves these problems with Causal Intelligence - understanding not just what’s happening, but why it’s happening based on real cause-and-effect relationships in your infrastructure.Fast Incident Clarity
Get to root cause in minutes, not hours. Causal AI traces actual system relationships to identify why things break, not just what broke.
Shift-Left Risk Prevention
Know deployment risk before you merge. Understand which services are affected and get the right deployment strategy before code reaches production.
Real-Time Deployment Intelligence
Understand change impact during deployments. Track what changed, assess blast radius, and identify risky rollouts in real-time.
Organizational Reliability Memory
Capture causal learning across incidents. Stop repeating failures. Knowledge accessible to everyone, not trapped in senior engineers’ heads.
How NOFire AI Works
NOFire AI combines two AI approaches to deliver accurate, context-aware reliability intelligence:The Foundation: NOFire AI Edge
NOFire AI Edge is a lightweight Kubernetes agent that monitors your infrastructure and builds a causal graph - a real-time map of your services, dependencies, and how they affect each other. The causal graph understands:- Which services depend on each other
- How changes propagate through your system
- What infrastructure changes happened and when
- Service health patterns and anomalies
Causal AI Layer
Analyzes the causal graph to understand cause-and-effect relationships, not just correlations. When an incident happens, it traces through actual dependency chains to find root causes. For deployments, it analyzes the blast radius based on real service relationships.GenAI Layer
Provides a natural language interface on top of causal understanding. Ask questions in plain English, get answers backed by causal analysis. Works in your IDE, Slack, or web dashboard. The flow: NOFire AI Edge → Causal Graph → Causal AI → GenAI Interface → YouKey Capabilities
Deployment Risk Assessment
Analyze code changes to understand impact and risk before deployment. Get clear deployment strategy recommendations based on your actual infrastructure.
Root Cause Analysis
Trace incidents to actual root causes using causal relationships. Understand what broke and why within minutes.
Alert Triage & Impact Analysis
Automatically assess which alerts matter and what business impact they have. Cut through noise to focus on real problems.
Operational Investigations
Query production in natural language. Understand service relationships, see recent changes, investigate incidents without dashboard hunting.
Dependency Mapping
Automatic discovery of service dependencies from your Kubernetes infrastructure. Always up-to-date, no manual configuration.
Change Intelligence
Track infrastructure and application changes over time. Correlate incidents with deployments, config changes, and infrastructure updates.
How to Use NOFire AI
NOFire AI integrates directly into your workflow:NOFire AI Edge (Foundation)
NOFire AI Edge (Foundation)
The Kubernetes agent that powers everythingDeploy NOFire AI Edge in your Kubernetes clusters to build the causal graph. This is the foundation that enables:
- Causal root cause analysis
- Proactive deployment risk assessment
- Automatic dependency discovery
- Change tracking and correlation
MCP Integration (IDE)
MCP Integration (IDE)
Connect NOFire AI to your IDE via Model Context Protocol (MCP). Get deployment risk analysis and query production directly in Cursor, Claude Desktop, or any MCP-compatible tool.Best for:
- Pre-deployment risk assessment while coding
- Production operational queries during development
- Incident investigation from your IDE
Slack Bot
Slack Bot
Embed NOFire AI in Slack for collaborative incident response. Mention @NOFireAI bot to investigate alerts, query production, and get team-wide visibility.Best for:
- Team collaboration during incidents
- Alert triage and analysis
- Operational knowledge sharing
Web Dashboard
Web Dashboard
Full-featured dashboard for incident investigations, deployment analysis, session history, and configuration management.Best for:
- Detailed incident investigations
- Configuration and integration setup
- Historical analysis and reporting
Observability Stack Integration
Observability Stack Integration
Connect your existing observability tools (Grafana, Prometheus, Loki, Tempo, Datadog) to enrich investigations with telemetry data.Setup: Provide API tokens and data source URLs. Read-only access required.Note: NOFire AI Edge is recommended for full causal intelligence. Observability integrations alone provide telemetry access but not dependency mapping.
Getting Started
1
Deploy NOFire AI Edge
Install the Kubernetes agent to build your causal graph. This is the foundation for all NOFire AI capabilities.Install NOFire AI Edge →
2
Connect Observability Tools (Optional)
Integrate with Grafana, Prometheus, Loki, or other tools to enrich investigations with logs, metrics, and traces.Browse integrations →
3
Choose Your Interface
Access NOFire AI from:
- Your IDE via MCP →
- Slack for team collaboration
- Web Dashboard for full investigations

