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The Myth of Perfect Pricing Data

| Brian Doyle | ,
Artificial intelligence is changing the conversation around pricing. Every week brings another announcement about AI-powered pricing optimization, predictive analytics, dynamic pricing engines, …

Monetizing urgency: protecting the value of speed

In industrial markets, urgency is often treated as an operational challenge rather than a commercial opportunity. When a customer calls with production down and revenue at risk, the instinct ins…

AI Is Commoditizing SaaS: How to Protect Differentiation and Rethink Pricing

| Teng Yang |
AI is changing the economics of software companies. Capabilities that once justified a premium are increasingly available through general-purpose models and agents at a fraction of the cost. As the…

Engineering Is Not Free: Separating Development from Production Pricing

In complex OEM relationships, significant value is created long before production revenue begins. Engineering teams analyze applications, iterate designs, conduct validation testing, and often s…

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