Equipment Failure Prediction

Customer equipment profile: {{model_age_service_history_efficiency_sco}}. Based on age and failure patterns, predict likelihood of failure in next 30 days. Output: Prediction with confidence level. Recommend: Preventive maintenance now? Replacement candidate? Upsell timing: When to contact customer.

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