TIME STAMP NOTES:

[00:00] Introduction: Why AI Pricing Could Become a Major Commercial Risk

[01:40] Why AI Cannot Fix Broken Pricing Foundations

[02:56] The Industrial Business Case Study and Hidden Margin Leakage

[05:27] How AI Automates Pricing Dysfunction at Scale

[07:30] Why AI Pricing Is a Governance and Transformation Challenge

[09:44] Conclusion: The False Confidence AI Creates Inside Businesses

AI pricing is being positioned as the solution to margin pressure, discount leakage, pricing inconsistency, and commercial complexity.

But what happens when businesses automate pricing structures they never properly fixed in the first place?

In this episode of the Pricing College Podcast, Joanna Wells explores why AI pricing may become one of the biggest hidden commercial risks facing businesses today. From weak governance and unmanaged discounting to pricing overrides, rebates, and fragmented pricing logic, many organisations may be scaling dysfunction rather than solving it.

Using a real industrial business case study, this discussion explores: • Why AI cannot fix broken pricing foundations • How hidden margin leakage becomes embedded inside commercial behaviour • Why teams — not systems — are often holding pricing together manually • How AI can accelerate pricing inconsistency and margin erosion at scale • Why pricing transformation is a governance and commercial capability challenge, not just a technology project • The growing importance of explainable, transparent pricing

If your business is exploring AI pricing, this conversation may change the questions leadership teams should be asking before implementation.