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AI & Optimization Authority layer By Luis Carballo

The Agentic Pricing Layer Is Forming — Who Gets to Own It?

One system writes the price. Everything else recommends.

Read the original on LinkedIn


SAP, Salesforce and dedicated pricing platforms are all extending agents beyond their historical roles. SAP is moving from transaction execution toward pricing guidance. Salesforce is moving from customer context toward discount recommendations. Pricing platforms are embedding optimization inside both ecosystems.

The result is not simply more automation. It is overlapping authority over one of the most consequential decisions in the commercial workflow.

Communication is not control

Interoperability standards can help agents exchange context and delegate work. They do not decide what happens when two agents recommend different prices, or which one is permitted to write the result to a quote or sales order.

That is an architecture decision. Without an explicit hierarchy, each platform can influence more of the pricing decision while the organization continues to rely on boundaries that the technology has already crossed.

Give every layer a defined role

The strongest architecture preserves specialization. A dedicated pricing layer can own optimization and pricing science. Salesforce can surface guidance in the selling workflow. SAP can enforce transaction rules and execute the final price.

Over those systems, the authority layer defines which recommendation wins, where a human must approve, and how exceptions are recorded. The practical rule is simple: one system writes the price; everything else recommends.

Start where the overlap is visible

The best first use case is a complex quote where CRM context, pricing intelligence and ERP rules already collide. Define the hierarchy for that workflow, align the underlying customer and product data, set autonomy limits, and verify that only the designated authority can commit the result.

Agent capability will continue to expand faster than most governance programs. Pricing leaders do not need to choose one vendor to own the entire stack. They do need to decide, document and enforce which system owns each part of the decision before autonomous workflows make that choice by accident.

Sources

This on-site edition is a concise summary of the original article published by RevSeekr on LinkedIn on March 17, 2026. Vendor references reflect independent editorial perspective; company and product names are trademarks of their respective owners.

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Written by Luis Carballo. Luis leads a team of pricing technology professionals at RevSeekr helping manufacturers and distributors across the Americas design, deploy and optimize enterprise pricing platforms. If you are working through any of this, get in touch.

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