Advanced · NetOps

Causal Root-Cause Graph

Replace correlation-based RCA with a real causal model. Recover the causal DAG with PCMCI, then estimate each parent's contribution to the incident via do-calculus counterfactuals.

PCMCI causal DAG

Time-lagged conditional independence recovers the directed causal graph from RF, controller, AAA, DHCP, WAN and app QoE.

Counterfactual contribution

Each candidate cause gets a contribution share via do-calculus, not Pearson correlation. Defensible at post-mortems.

Unmatched in market

Every 'AI RCA' on the market ranks correlated signals. None compute true causal contribution per parent.

Build a causal graph

Describe an incident window. AI returns the DAG, ranked causes and counterfactual uplift.

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