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Autonomously Resolved
44/ 48 incidents
Avg Score Recovery Lift
+34.2pCXSAT pts

Mean satisfaction restoration across affected cohorts

Retained ARR Value
$312,000

High-LTV customer churn proactively neutralized

Net Efficacy ROI Ratio
210.8x($1480 spent)

Value saved per dollar of simulated recovery remediation

Side 2: Live Inference & Autonomous Intervention Cockpit● REAL-TIME STREAM ACTIVE

β˜… Starter Demo: Multi-Channel E-Commerce & Telephony β€’ Live In-Flight Telemetry

Message-passing GNN executes in real-time using weights learned in Side 1 (W_int = 1.45x), computing dynamic satisfaction scores at every state change.

In-Flight Sessions (5)Live Queue
Sarah JenkinsVIP Loyalist
IN FRICTION
$14,500 LTVpCXSAT: 42
Michael ChenEnterprise High-Value
IN FRICTION
$28,000 LTVpCXSAT: 48
David SterlingVIP Loyalist
IN FRICTION
$19,000 LTVpCXSAT: 51
Emily VanceStandard Customer
IN FRICTION
$4,200 LTVpCXSAT: 54
Lucas RamirezStandard Customer
IN FRICTION
$5,800 LTVpCXSAT: 61

Compounding Penalty Waterfall (Sarah Jenkins)

Transparent mathematical decomposition of the non-linear interaction effect.

RED ZONE ALERT (8 pts)
1. Baseline Prior
74.4

Ξ±β‚€ Prior

2. Ops Delay
-14

W_ops β€’ O_i

3. System Lag
-16.6

W_sys β€’ S

4. Compound Multiplier
-83.7

W_int β€’ (O Γ— S)

5. Final pCXSAT
8

Active Risk

GNN Real-Time Message-Passing Trace

Step 1: AGGREGATIONNode Vector: 74.4 pts

Aggregating state across Customer Node (Sarah Jenkins), Touchpoint (3. Checkout & Payment), and System Node (Stripe US-East Auth Endpoint).

Baseline Prior: 74.4 ptsObserved System SLA Deviation: +220%Friction Multipliers: Stripe 3DS Timeout (920ms) β€’ Card Verification Failure Loop β€’ High LTV Churn Risk
Step 2: STATE_UPDATENode Vector: -42.6 pts

Updating Customer state vector: applying linear penalties (Ops: -14, Sys: -16.6) and compounding interaction multiplier (-83.7 pts).

W_ops Weight: 0.35W_sys Weight: 0.42W_int Interaction Multiplier: 1.45x (Non-Linear Compound Triggered)
Step 3: SIGMOID_ACTIVATIONNode Vector: 8 pts

Passing updated vector through Sigmoid activation bounded in [0, 100]. Final pCXSAT evaluated at 8 (RED Zone).

Calculated pCXSAT: 8Zone Trigger: RED Zone Protocol EngagedTarget SLA: Restore to β‰₯ 82 pts