Analysis Navigator

The Analysis Navigator represents an M4AI Agent configured to handle telemetry and analytics data. It identifies patterns, correlations, and anomalies across time and system components by leveraging both the data context layer from DCH and the reasoning capabilities of M4AI.

1
min read

Analyze telemetry, extract hidden insights, and feed them back into development.

These agents are tailored with a domain-specific retrieval module connected to telemetry databases, enriched with graph knowledge from DCH. Combined with fine-tuned question templates, they can surface insights, e.g., “What firmware versions show abnormal temperature spikes?” or “Which user behavior correlates with high support volume?”

This enables product teams and ops managers to close the loop between real-world usage and engineering changes faster.

Practical Example: A team managing IoT-enabled HVAC systems uses the Analysis Navigator agent to link spike patterns in power consumption to specific firmware updates. Within one query, it highlights the affected units and suggests a rollback, avoiding service disruptions.

1
min read