Dynamic Pricing in E-commerce with KION Group

KION is shaping world trade – globally, regionally, locally – and ensures that its customers’ supply chains reach their full potential: efficient, smart, sustainable, and reliable with real-time traceability and high delivery speed. The company’s full spectrum of services includes industrial trucks, integrated automation technologies, AI-based solutions, and software as well as all related services. KION aims to deploy more data‑driven and market-oriented dynamic pricing strategies, to react to different customers’ needs with timely and relevant offers.

Global e-commerce continues to expand rapidly, creating vast datasets and pricing challenges that manual pricing cannot handle effectively. AI models can now analyze competitor prices, consumer demand signals, inventory levels, and more in real time. Solving this need is strategically important for KION as part of its AI initiative, while also enabling more competitive pricing decisions across product lines.

The solution should:

• Automatically crawl relevant competitor and marketplace sites for comparable products, normalize highly configurable product specs with GenAI into KION‑comparable attributes, and maintain an up‑to‑date view of market prices. 

• Combine external and internal data (stock levels, utilization, time on stock, etc.) to propose price points or ranges and highlight where current offers are above/below the recommended band across markets. 

• Support both a “decision‑support” mode (recommendations for human review) and, over time, more automated price updates within guardrails.

Collaborating with KION offers the opportunity to prove and scale solutions in a complex, high‑value industrial pricing context and to potentially become a key technology partner for KION’s AI‑driven pricing by continuously improving their web‑crawling, and pricing logic modules, while co‑shaping and scaling dynamic pricing across products, markets, and new use cases.