Big Tech Struggles with AI Products Due to Outdated Software-Era Org Structures

realmadhuguru · x · 2026-08-08

Big tech companies are struggling to build AI products because their organizations were designed for the previous software paradigm. Their layered, hierarchical, risk-averse structures and incremental review processes clash with the distinct craft required to build on intelligent models. While some old instincts transfer, companies must do the hard work of shedding old habits to adapt.

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