Agentic AI: Retail Finance's New Margin Guardian

The relentless march of omni-channel retail has thrust finance departments into the front lines of margin protection, cash management, and markdown strategy. As systems increasingly automate decisions, retail finance leaders face a growing challenge: understanding and steering profitability amidst escalating complexity.

What was once a cutting-edge "buy online, pick up in store" (BOPIS) is now just the baseline. Modern retail operates on a seamless blend of digital and physical touchpoints, fundamentally altering the economics of sales. Margin, cash, and markdown decisions are now distributed across more channels, fulfillment paths, and return routes.

This intricate web is further compounded by agentic commerce, where AI agents are actively shaping pricing, cash deployment, and markdown triggers. Gartner predicts agentic AI will influence 15 percent of day-to-day business decisions by 2028, a trend that will only accelerate the pace of change in retail operations.

Ontology: The New Boardroom Buzzword

Finance teams have always excelled at uncovering data, but the numbers alone don't tell the full story. The real value lies in understanding the meaning behind them: definitions, cost drivers, and how these evolve with business changes. An accurate figure can still be incorrect if it lacks the full business context.

This is where ontology becomes crucial for finance. It captures and maintains the meaning of data as the business transforms. As Databricks CEO Ali Ghodsi notes, much of enterprise AI suffers from a context problem, not an intelligence problem. The way this capability is delivered, however, makes all the difference.

A new generation of ontologies, tailored for omni-channel retail, is emerging. It's not just about the right figure, but the correct figure, rooted in channel, demand, and cost to serve. This is the core challenge that Databricks Genie aims to address.

Genie: A Data-Smart AI Coworker for Finance

In the fast-paced world of omni-channel retail, insights must be real-time. An understanding formed hours ago can quickly become obsolete. Therefore, the ontology itself must be dynamic, learning from business systems and adapting as the business evolves.

Databricks Genie is designed as a data-smart AI coworker. It allows finance leaders to ask direct questions and receive trustworthy, sourced answers grounded in Genie's continuously updated ontology and governed at every step.

Genie moves beyond simple data reporting to enable proactive, profitable actions by addressing three critical finance questions:

• Where is margin truly landing, by channel and product, after fulfillment and returns?
• Where is cash tied up in inventory that is overstocked, aged, or in the wrong location?
• Where is full-price revenue slipping to markdowns and returns?

Genie's ontology learns the business, sharpens with every interaction, and transparently shows its work. This ensures that every figure is traceable, permissions are maintained, and AI costs remain governed, making its insights safe to act upon.

This integrated approach allows finance to move from managing three separate issues to creating a reinforcing mechanism where each action sets up the next, compounding momentum. This is the future of agentic AI retail finance.

Real-World Impact

Unilever has deployed Genie to over 1,200 finance and business users, shifting analysis from spreadsheets to plain-language queries. Cyro Souza, Data & Analytics Sr Manager at Unilever, stated, "With Genie, we've changed how finance works. What used to take days now takes minutes, and we can explore questions much more freely." This agility is expected to yield multi-million-euro annual cost avoidance through sharper customer analysis and continuous credit risk management.

This force multiplier empowers finance teams, driving rigor and discipline across the business with an AI coworker that is always learning, always current, and always governed. While omni-channel continues to win customers, tools like Genie will help finance protect more margin with every sale.

Databricks Genie is available today.