Thinking
dynamic pricing
All articles tagged with "dynamic pricing".
Operational workflow improvement
Workflow Ownership in Agentic AI: Who's Responsible When the System Decides?
A dynamic pricing system adjusts margins autonomously across 8,000 SKUs. A high-volume customer's pricing drops 4.2% overnight. Nobody approved it. Nobody noticed until the monthly margin review. £52,000 in lost contribution over six weeks. This is the liability problem with agentic AI. The system made the decision. The algorithm followed its training. But when the finance director asks who authorised a £50K margin giveaway, the answer is nobody. The system decided autonomously, and the governance framework didn't exist to prevent it. This article examines practical frameworks for managing financial and operational liability when autonomous systems make decisions that impact customer relationships, inventory, or pricing without human approval. It covers real-world failure modes, liability exposure, decision governance structures, and the trade-offs between autonomy and oversight.
WithPraxis
Client Success Stories: Real ROI from Applied AI
Real ROI from applied AI across five distribution verticals. Anonymous case studies showing measurable outcomes: 6% margin improvements, 18% fulfilment cost reductions, and 90% error elimination. Implementation timelines, effort required, and lessons learned from actual client engagements.