Agent Decision Engine

How the Agent Thinks

Every recommendation is traceable from raw household signal to forecasted revenue outcome.

Reasoning flow

Seven-stage decision chain

01Understand Household
02Predict Mobile Need
03Evaluate Revenue
04Assess Competitive Risk
05Select Offer
06Forecast Outcome
07Recommend Action

Executive Q&A

AI Reasoning Panel

Sarah's household shows multiple first-smartphone indicators: a child entering the target age range, a new tablet on the home network, increased gaming activity, back-to-school timing, and family-plan research behavior. Similar households converted at a materially higher rate when offered a family mobile bundle.

Model conviction

Confidence Meters

Prediction Confidence92%
Revenue Confidence88%
Conversion Readiness84%
Competitive Urgency73%