Architecture

The Causal AI Platform

A clear, modular system where each technology is used for what it does best.

Telemetry Overlay

Bring your own APM. We simply overlay your existing observability tools to consume their alerts—no data migration required.

Signal Processing

High-Performance Analytics for fast queries and Graph Topology for relationship mapping.

Intelligence Layer

Self-Directed Analysis using Causal AI and LLMs to autonomously investigate and recommend actions.

How It Works

From detection to resolution in seconds.

Step 1: Detection

The "Silent Killer" Deployment

Continuous anomaly detection spots deviations instantly.

p99 latency has jumped from 250ms to 1850ms—a 640% increase.

Checkout Service

p99 Latency

1,850ms
+640% DEVIATION
Step 2: Context

Understanding the Blast Radius

The context correlation engine activates instantly. It queries our Topology Engine to map dependencies.

It confirms: "This isn't just a glitch. This service blocks the Payment Gateway." It flags the severity as High.

Checkout
Payment
Inventory
User DB
Impact: Critical • Payment Gateway Blocked
Step 3: Investigation

Causal Inference, Not Just Correlation

The causal inference engine runs our proprietary Causal Inference Model. It asks: "Did the traffic spike cause the latency? Or did the deployment cause it?"

It calculates a 92% Confidence Score that deployment v2.4.1 is the root cause, backed by specific log evidence.

Causal Inference

Insignificant Effect
Traffic
Spike
92%
Deployment
v2.4.1

10:42:01 [INFO] Deployment v2.4.1 started

10:42:05 [INFO] Cache warmed up

10:42:08 [WARN] Potential N+1 query detected in 'fetchUserOrderHistory'

Query time: 1200ms (avg: 45ms)

10:42:09 [INFO] Health check passed

Step 4: Application

The Last Mile: Autonomous Resolution

The synthesis engine transforms causal math into a human narrative, recommending an immediate rollback.

An Evidence-Based Decision, ready for approval with one click.

Resolution Proposal

Deployment v2.4.1 introduced an N+1 query bug.

Confidence Score92%
Predicted Recovery< 30s