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Urtzi Alfaro
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services/ai_insights/README.md
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# AI Insights Service
Intelligent insights and recommendations service for bakery operations optimization.
## Overview
The AI Insights Service is a microservice that aggregates, scores, and manages intelligent recommendations across the bakery-ia platform. It provides:
The **AI Insights Service** provides intelligent, actionable recommendations to bakery operators by analyzing patterns across inventory, production, procurement, and sales data. It acts as a virtual operations consultant, proactively identifying opportunities for cost savings, waste reduction, and operational improvements. This service transforms raw data into business intelligence that drives profitability.
- **Unified Insight Management**: Centralized storage and retrieval of AI-generated insights
- **Confidence Scoring**: Standardized confidence calculation across different insight types
- **Impact Estimation**: Business value quantification for recommendations
- **Feedback Loop**: Closed-loop learning from applied insights
- **Cross-Service Intelligence**: Correlation detection between insights from different services
## Key Features
### Intelligent Recommendations
- **Inventory Optimization** - Smart reorder point suggestions and stock level adjustments
- **Production Planning** - Optimal batch size and scheduling recommendations
- **Procurement Suggestions** - Best supplier selection and order timing advice
- **Sales Opportunities** - Identify trending products and underperforming items
- **Cost Reduction** - Find areas to reduce waste and lower operational costs
- **Quality Improvements** - Detect patterns affecting product quality
### Unified Insight Management
- **Centralized Storage** - All AI-generated insights in one place
- **Confidence Scoring** - Standardized 0-100% confidence calculation across insight types
- **Impact Estimation** - Business value quantification for recommendations
- **Feedback Loop** - Closed-loop learning from applied insights
- **Cross-Service Intelligence** - Correlation detection between insights from different services
## Features