Intelligent Inventory & Supply Chain Analysis System

Core Logic

Coordinates workflow execution across 7 phases and 11 agents using Claude 3 Opus. Manages task delegation based on agent capabilities, controls workflow state transitions, aggregates results from specialized agents, enforces quality gates, and synthesizes comprehensive analysis outputs from distributed agent findings.

Core Logic

Analyzes historical inventory data using statistical analysis and pattern recognition algorithms on Claude 3 Sonnet. Identifies seasonal patterns, detects correlations between marketing activities and demand spikes, discovers anomalies requiring attention, and provides foundational insights for downstream forecasting and optimization agents.

Core Logic

Runs ensemble forecasting using Prophet and ARIMA models with configurable forecast horizons. Detects weekly and yearly seasonality, cross-validates predictions against holdout datasets, generates confidence intervals, and produces demand forecasts with MAPE accuracy metrics for inventory planning.

Core Logic

Analyzes cost structures and vendor pricing tiers using linear programming solvers. Identifies savings through order consolidation and timing optimization, evaluates trade-offs between holding costs and volume discounts, calculates economic order quantities, and projects annual savings potential from recommended changes.

Core Logic

Synthesizes insights from all analysis agents using Claude 3 Opus to generate actionable recommendations. Prioritizes by impact and implementation feasibility, calculates ROI for each recommendation, creates implementation roadmaps with dependencies and timelines, and presents total projected savings across all recommendations.

Core Logic

Validates data sources using schema validation and cross-reference checks with Claude 3 Haiku. Scores data completeness, accuracy, consistency, and timeliness, identifies data quality issues with severity ratings, and provides recommendations for data improvement before analysis proceeds.

Core Logic

Monitors supply chain health using Claude 3.5 Sonnet with disruption detection, supplier scoring, and logistics optimization capabilities. Identifies geopolitical and natural disaster risks affecting suppliers, evaluates alternative supplier options with lead time impacts, optimizes logistics routes, and generates supply chain risk assessments.

Core Logic

Gathers real-time market intelligence from multiple industry sources using Claude 3.5 Sonnet. Tracks competitor pricing movements and market share changes, analyzes industry sentiment, detects emerging demand signals, monitors commodity prices and economic indicators, and identifies pricing optimization opportunities.

Core Logic

Calculates Scope 1, 2, and 3 carbon emissions using Claude 3 Sonnet. Assesses supplier ESG compliance scores and certifications, evaluates circular economy metrics including recycled content and recyclability, audits ethical sourcing practices, and recommends green initiatives with associated carbon reduction potential and implementation costs.

Core Logic

Scans regulatory databases for applicable requirements using Claude 3 Sonnet. Cross-references operations against GDPR, trade compliance, and industry standards, runs automated compliance audits on supplier documentation, identifies upcoming regulations requiring attention, generates compliance gap analyses, and creates remediation roadmaps.

Core Logic

Optimizes pricing strategies using Claude 3.5 Sonnet with demand elasticity modeling, competitive pricing analysis, and margin optimization. Analyzes price sensitivity across product categories and customer segments, benchmarks against competitors, calculates optimal price ranges, and generates pricing recommendations with projected revenue, volume, and margin impacts.