Multi-Agent Inventory Intelligence Platform

Core Logic

The Orchestrator Agent serves as the central coordinator with capabilities for workflow_management, agent_coordination, output_synthesis, and error_handling. It monitors agent status using tools like get_agent_status, coordinate_agents, and synthesize_results. The agent manages workflow execution, agent dependencies, and output synthesis while resolving conflicts, coordinating parallel and sequential execution phases, and ensuring mission objectives are met with error handling and recovery capabilities.

Core Logic

Collects, validates, and normalizes input data from multiple sources with capabilities for data_validation, schema_mapping, quality_checks, and normalization. Uses tools including validate_inventory, check_data_quality, normalize_records, and detect_anomalies. Performs comprehensive data quality checks including completeness, format consistency, and anomaly detection. Uses VIN decoder fallback for missing data and generates data quality scores to ensure reliable downstream analysis.

Core Logic

Analyzes market conditions with capabilities for market_analysis, competitor_tracking, demand_forecasting, and trend_detection using tools like fetch_market_data, analyze_competitors, forecast_demand, and detect_trends. Evaluates competitor pricing within configurable radius, demand signals by segment (SUV, Sedan, Truck), seasonal factors, and generates 30-60 day demand forecasts using historical data and market trends. Identifies pricing gaps and competitive positioning opportunities.

Core Logic

Evaluates multi-factor risk scores with capabilities for risk_scoring, depreciation_analysis, volatility_assessment, and exposure_calculation using tools like calculate_risk_score, analyze_depreciation, assess_market_volatility, and compute_exposure. Considers days in stock, depreciation exposure, market volatility, and carrying costs. Calculates total portfolio risk exposure, projects 30-day loss scenarios, and categorizes vehicles into critical/high/medium/low risk tiers with specific mitigation strategies.

Core Logic

Generates optimal pricing recommendations with capabilities for price_optimization, elasticity_modeling, margin_analysis, and scenario_simulation using tools like calculate_optimal_price, model_elasticity, simulate_scenarios, and compute_margins. Models price elasticity by segment (SUV, Sedan, Truck), simulates aggressive/balanced/conservative scenarios, calculates profit impact, and recommends prices that maximize total profit while meeting business constraints.

Core Logic

Synthesizes all agent outputs with capabilities for recommendation_synthesis, reasoning_generation, priority_ranking, and impact_projection using tools like generate_recommendations, rank_priorities, project_impact, and create_reasoning_chain. Produces prioritized recommendations with complete reasoning chains showing evidence and logic, ranks by impact and confidence, validates against historical outcomes, identifies recommendations requiring human review, and generates executive-ready action items.

Core Logic

Analyzes EV-specific factors with capabilities for ev_market_analysis, battery_assessment, incentive_tracking, charging_infrastructure_analysis, and ev_demand_forecasting using tools like analyze_ev_battery, fetch_ev_incentives, assess_charging_infrastructure, compare_ev_competitors, and forecast_ev_demand. Evaluates battery health scores using OBD-II data, fetches available federal/state/local EV incentives, assesses local charging infrastructure (Level 2 and DC fast chargers), and compares EV competitor pricing to optimize EV inventory positioning.

Core Logic

Tracks OEM incentive programs with capabilities for incentive_tracking, stacking_optimization, eligibility_matching, expiration_monitoring, and dealer_program_analysis using tools like fetch_oem_incentives, calculate_stacking, match_customer_eligibility, monitor_expirations, and analyze_dealer_programs. Calculates optimal incentive stacking strategies for maximum customer value, monitors program expirations, matches customer eligibility profiles, and ensures no incentive value is left on the table.

Core Logic

Monitors wholesale auction markets with capabilities for mmr_analysis, auction_trend_tracking, wholesale_valuation, buyer_demand_assessment, and arbitrage_detection using tools like fetch_mmr_data, analyze_auction_trends, calculate_wholesale_value, assess_buyer_demand, and detect_arbitrage. Tracks Manheim and ADESA for real-time MMR values, analyzes auction trends by segment and region, identifies vehicles priced below MMR for arbitrage opportunities, and calculates wholesale exit ROI for aged inventory.