AI Agents
Predictive Churn Monitor
Predictive churn detection system with daily health scans computing 0–100 risk scores across five metrics. Uses a two-tier cost-optimized architecture: heuristic pre-filtering at Tier 1, deep-analysis LLM at Tier 2 with rolling context windows — delivering actionable red/yellow/green risk classifications.
Objective
Predictive churn detection with daily health scans computing 0-100 risk scores across five metrics.
Outcome
Two-tier cost-optimized architecture: heuristic pre-filtering at Tier 1, deep-analysis LLM at Tier 2 with rolling context windows — delivering actionable red/yellow/green risk classifications.
Predictive AITwo-tier AgentHeuristics
Next step
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