Platform / Agent Context Engine
Agentic Context Engine
The context engineering platform for all production ops workflows. Continuously enriches context with every investigation, enabling AI agents to reason about your entire infrastructure.
Platform Architecture
The context engineering platform for all production ops workflows.
Communication
NeuBird AI Products
MCP Clients
NeuBird AI Agentic Context Engine
Context Enrichment Layer
AI continuously enriches each pillar: context deepens with every investigation
Dependencies
Auto-discovered service maps with confidence-weighted edges
MELT+
Metrics, events, logs, traces, enriched with schema and query patterns
Alert Intelligence
Prioritized, correlated clusters with root cause candidates
Enterprise Knowledge
Runbooks, past RCAs, topology, change history
Deploy on SaaS, On-prem, or Customer VPC
Core Capabilities
Enterprise Production Ops Skills Hub
Six core capabilities deliver intelligent, autonomous operations.
Causal Reasoning
Automatically identifies cause-and-effect relationships across your infrastructure to pinpoint root causes.
Dynamic Context
Context adapts in real-time as new signals arrive, ensuring agents always have the latest information.
Sandboxed Execution
Safely execute remediation actions in isolated environments before applying to production.
Domain Skills
Pre-built expertise for common production ops scenarios across cloud, databases, and applications.
Alert Intelligence
Correlate and prioritize alerts with root cause candidates, reducing noise by up to 90%.
Preventative Analysis
Proactively identify potential issues before they impact users based on pattern recognition.
Context Enrichment Layer
AI continuously enriches each pillar
Context deepens with every investigation, building a comprehensive understanding of your infrastructure.
Dependencies
Auto-discovered service maps with confidence-weighted edges
- Automatic service discovery
- Dependency mapping
- Confidence scoring
- Impact analysis
MELT+
Metrics, events, logs, traces, enriched with schema and query patterns
- Unified telemetry
- Schema enrichment
- Query pattern analysis
- Cross-signal correlation
Alert Intelligence
Prioritized, correlated clusters with root cause candidates
- Alert correlation
- Noise reduction
- Priority scoring
- Root cause ranking
Enterprise Knowledge
Runbooks, past RCAs, topology, change history
- Runbook integration
- Historical RCA learning
- Topology awareness
- Change correlation
Your stack, fully understood. No manual mapping, no runbook archaeology.
Ready to build on the Agentic Context Engine?
Whether you're using NeuBird AI products or building your own AI agents, we provide the context layer you need.