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Expert Insights
February 2, 2026

Why “Clean Data” Isn’t Enough: The Case for Native AI in Your OMS

Written By: RANDEMRETAIL

In the rush to achieve AI operational readiness, many retail leaders are fixated on a single goal: Clean Data. The prevailing logic suggests that if you can just scrub your data and pipe it out to external Large Language Models (LLMs) or third-party AI tools, you have won.

While clean data is a prerequisite for success, it is not the solution itself.

If your strategy relies on pushing that data out to external agents to get answers, you are missing the bigger picture. The winning strategy isn’t about how well you connect to the outside world, it is about how intelligent your system is on the inside.

The “Internal Hire” vs. The “Outsourced Agency”

Think of your AI agents as the “brains” of your business operations. If you had a critical operational role to fill, would you outsource it to a distant external agency, or would you hire someone internally to sit with the team?

An external agency might have general skills, but they don’t know your business. They have to be briefed constantly. They don’t see the day-to-day nuance.

An internal hire, however, lives in your ecosystem. They learn your business logic faster, understand the unwritten rules, and build deep, compounding efficiency over time. This is exactly how you should view your AI readiness. You can outsource your data to third-party LLMs, but the true magic happens when the intelligence is internal. RANDEM-ED acts as that dedicated internal expert embedded in your system, learning your specific operational rhythm and capable of acting instantly.

  • Connect via API to fetch your data.
  • Digest and learn that data.
  • Provide a recommendation.

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The Latency Trap: Why API Calls Kill Efficiency

Think of your AI agents as the “brains” of your business operations. If you had a critical operational role to fill, would you outsource it to a distant external agency, or would you hire someone internally to sit with the team?

An external agency might have general skills, but they don’t know your business. They have to be briefed constantly. They don’t see the day-to-day nuance.

Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea tak

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