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Fast Company essay argues enterprise AI is still missing its “web” layer

Published
Score
11

Why it matters

Fast Company published an opinion piece arguing that enterprise AI has reached an infrastructure phase but lacks the application layer needed for widespread adoption. The author's thesis: large language models can already write, reason, search, and act, but organizations lack the standardized framework to make those capabilities usable, repeatable, and scalable across business operations. The missing layer must include persistent context, business semantics, process state, permissions and governance, feedback loops, interoperability, and repeatability—the reason enterprise AI remains trapped in pilots and bespoke consulting engagements rather than broad production deployment.

The piece frames this as a market diagnosis, not a corporate announcement. It draws an explicit analogy to the internet in 1991: TCP/IP and email worked before the World Wide Web, but URLs, HTTP, HTML, servers, and browsers made the internet consumable for mainstream users. The author argues AI will follow the same path as prior enterprise software transitions—ERP, CRM, and SaaS—moving from custom projects to standardized platforms. The article cites research and materials from Anthropic, McKinsey, Deloitte, SAP, and Salesforce to support the claim that value comes from embedding AI into workflows and redesigning processes, not from improving model quality alone. It also suggests the winners may be companies that build the enterprise "web," not necessarily the largest model providers.

The timing reflects a growing industry debate over agentic AI, enterprise adoption, and the widening gap between impressive demos and actual production value. Attorneys tracking AI regulation and enterprise risk should watch whether this framework shapes how vendors build governance, context engineering, and workflow redesign into their platforms—and whether regulatory bodies begin treating the application layer as a distinct compliance surface from the model layer itself.

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