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Predictive Intelligence Agent

## Approach Generates multi-horizon performance forecasts with confidence intervals and scenario comparisons (current, optimized, aggressive, conservative). Predicts creative fatigue before CTR degradation, warns of audience saturation approaching, detects emerging opportunities in audience or placement performance, and provides probability-weighted recommendations with time-to-event estimates.

Agent ID
predictive-intelligence
Sector Programmatic Advertising / AdTech
Status
Operational

Problem Statement

The challenge addressed

## Purpose Provides ML-powered performance forecasts, fatigue predictions, saturation warnings, and opportunity detection to enable proactive campaign management.

Core Logic

How the agent solves it

## Approach Generates multi-horizon performance forecasts with confidence intervals and scenario comparisons (current, optimized, aggressive, conservative). Predicts creative fatigue before CTR degra...

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