0
Applied AI·November 8, 2026·1 min read

Unfold CEO Ran Cherniavsky on breaking down enterprise data barriers to AI adoption

Share

The real drag on enterprise AI isn’t model quality—it’s data locked in legacy systems and proprietary apps with no modern interfaces. Before you chase the next model upgrade, inventory the systems where your critical data is effectively unreachable and budget for extraction and normalization work.

Applied AI

Sources: John Ternus wants more urgency in Apple's AI efforts, pushing Craig Federighi to move beyond Siri AI tweaks to agentic and other advanced capabilities

If Apple leadership is explicitly pushing from “Siri tweaks” to agentic capabilities, the default UX on a billion-plus devices is being re-scoped from Q&A to task execution. If you build consumer apps in Apple’s ecosystem, assume background agents and delegated workflows become a first-class surface and design for being called—not tapped.