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Last Updated on June 8, 2026 by Editorial Team
Originally published on Towards AI.
I was recently quoted in a Forbes Technology Council article on how enterprises should choose AI tools that deliver real value. The quote itself is simple, but it reflects a pattern I keep encountering in almost every serious AI discussion:
“Enterprise AI success is not about selecting tools, it’s about architecting value. Leaders must anchor decisions in platform-agnostic, multi-layered AI architectures with strong orchestration and guardrails, classifying knowledge by competitive edge to build without lock-in.”
