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Treating enterprise AI as an operating layer

MIT Tech Review Dr. Wael Salloum April 16, 2026
Treating enterprise AI as an operating layer
AI Summary— plain English for professionals

# The Real Enterprise AI Winner Isn't About Better Models While everyone argues about which AI is smartest, companies that win will be those who control the *system* that manages AI across their business—the layer that decides how AI gets used, checked for mistakes, and improved over time. Think of it like owning the operating system on a computer rather than just having the best software; whoever controls the underlying infrastructure controls the competitive advantage. For your company, this means the question isn't "which AI tool should we buy" but rather "who owns the backbone that runs all our AI tools?"

There’s a fault line running through enterprise AI, and it’s not the one getting the most attention. The public conversation still tracks foundation models and benchmarks—GPT versus Gemini, reasoning scores, and marginal capability gains. But in practice, the more durable advantage is structural: wh

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