Akeneo is named a Leader in the 2026 Gartner® Magic Quadrant™ for Product Information Management

If you’ve signed an SI engagement in the last decade, you’ve probably read the same SOW. Hourly rates by seniority. Estimated hours per phase. A total that looks like a budget — but isn’t quite a budget. Six months in, the original number is gone, a change order is being drafted, and someone on your finance team is asking how this happened.

The answer is structural. In a time and materials contract, the vendor’s revenue grows when the project takes longer. Slowness, revisions, and scope creep all show up as additional billable hours. That’s not a moral failing — it’s the math working exactly as designed.

The fix isn’t better project management. The pattern hasn’t shifted in over a decade because the pricing model underneath it hasn’t shifted. Change the unit from hours to outcomes, and the incentives flip entirely.

The Death of Navigational Commerce: From Search Bars to AI Agents

Data driven AI shopping agent

For decades, businesses assumed customers must learn a catalog before buying from it. It’s a B2B issue too — shop techs, distributors ordering for someone else’s vehicle. Now AI agents handle that translation: an agent either has the structured data to make the right call, or recommends the wrong part with total confidence. In an agentic world, that’s the difference between winning the recommendation and never being in the running.