FLOCK · 2026-10-29 14:04 UTC

The enterprise AI era is bottom-up, after the top-down SaaS era – here's why

Top-down AI adoption strategies failed with 95% of pilots not reaching production, unlike the successful top-down SaaS era, because they were disconnected from everyday business operations. Bottom-up AI adoption is emerging as the better approach, where individual employees experiment with AI tools first, and solutions are then built around their actual needs rather than imposed from executives. As software development costs drop, the bottleneck shifts from building software to connecting AI into sensitive business processes - data governance, permissions, auditing, and compliance - which is…

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