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Enterprise AI Value Gap: Context is Key to ROI

What happenedMany organizations struggle to achieve significant returns on AI investments because deployed AI tools lack crucial enterprise context, leading to confused or incorrect outcomes. While most companies are using AI, a vast majority are only seeing moderate or minimal gains, with few having AI agents in production or using AI for core processes.

Why it matters for marketersThe disconnect between AI capabilities and real-world business utility highlights a critical gap: without deep enterprise context, AI tools remain sophisticated but ultimately ineffective. Marketers must prioritize integrating AI with specific business data and workflows to unlock transformative value, rather than relying on standalone tools.

Read the briefMIT Technology Review · 13m ago · Strategy & Trends

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Weekly recap · 19 Oct – 26 Oct 2026

What you missed last week

Last week cemented AI's move from novelty to indispensable tool, with the big story being the rapid maturation of generative AI for content creation, particularly video. Beyond the flashy new video generators, the underlying theme was AI's increasing sophistication in understanding intent, whether for ad relevance, B2B agent interactions, or even how customers search. While AI agents are gaining traction and new platforms are emerging to help marketers leverage them, the core focus remains on making AI work harder and smarter for campaigns.

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