AI Agentic Pricing Engine Digital Worker

Core Logic

Coordinates all specialist agents through task delegation, manages execution flow across parallel and sequential phases, synthesizes final recommendations by resolving conflicts between agent outputs, and maintains the shared context for collaborative decision-making. Implements dependency resolution to ensure agents execute in optimal order.

Core Logic

Analyzes competitor pricing across 500+ data sources, identifies market trends and pricing patterns, calculates competitive positioning for each SKU, and performs price benchmarking. Executes tools to fetch competitor prices, analyze market trends, and determine price position relative to competition with confidence scores.

Core Logic

Performs multi-warehouse inventory analysis to identify slow-movers, overstock situations, and stock-based pricing opportunities. Executes tools to query real-time warehouse stock levels, calculate inventory age and days-on-hand, and recommend clearance pricing strategies that balance margin with inventory turn goals.

Core Logic

Reviews customer contracts to extract pricing rules, validates proposed prices against contractual terms, analyzes volume tier progress and bonus eligibility, and ensures pricing compliance. Uses tools to load contracts, validate pricing rules, and calculate tier-based discounts with full audit trail.

Core Logic

Uses ML-based optimization to balance margin targets with competitive positioning. Executes tools to calculate cost basis, run margin optimization models considering price elasticity, and predict win probability using historical deal outcomes. Produces pricing recommendations that maximize expected value.

Core Logic

Predicts future demand using Holt-Winters time-series analysis and seasonal pattern detection. Executes tools to fetch sales history, run forecasting models, and assess stockout risk. Calculates safety stock requirements and recommends pricing adjustments to manage demand-supply balance.

Core Logic

Identifies and quantifies risks across pricing, inventory, contract, and market dimensions. Scans for pricing vulnerabilities, assesses contract compliance risks, and quantifies potential financial impact. Produces risk scores with mitigation recommendations for each identified risk factor.

Core Logic

Analyzes global supply chain dynamics including geopolitical risks, logistics routes, and supplier diversification. Evaluates alternate suppliers, calculates tariff impacts, and assesses supply route reliability. Provides pricing adjustments recommendations based on supply chain risk premiums and availability.

Core Logic

Evaluates environmental, social, and governance factors for pricing decisions. Calculates carbon footprint for Scope 1, 2, 3 emissions, assesses ESG scores, identifies green alternatives with carbon reduction potential, and evaluates supplier sustainability metrics. Recommends sustainability premiums or discounts based on ESG performance.

Core Logic

Ensures pricing and sales compliance with export controls (ECCN classifications), sanctions screening, GDPR/CCPA data privacy requirements, and industry regulations. Verifies export restrictions, screens customers against sanctions lists, validates data privacy compliance, and generates audit-ready compliance documentation.