AI Infrastructure
The eviction of humans by the 'Headless CRM'
Salesforce validates the shift from CRM-as-data-entry-tool to programmable infrastructure, acknowledging that the human interface is now a bottleneck.
March 26, 2026 saw a wave of enterprise RAG (Retrieval-Augmented Generation) announcements covering data warehouse integrations, hybrid search, and governance. RAG is now considered an architecture standard rather than an experimental pattern.
RAG moving from "pattern" to "architecture standard" signals an evolution of AI infrastructure. The focus shifts from model discovery to the robustness and reliability of data flows and retrieval processes. This reflects a maturity of AI infrastructure, integrating data management and governance layers as constitutive elements.
Short term
Enterprises will adopt industrialized RAG platforms for greater precision and control.
Medium term
RAG infrastructure will become the foundation for most enterprise GenAI applications.
AI Infrastructure
Salesforce validates the shift from CRM-as-data-entry-tool to programmable infrastructure, acknowledging that the human interface is now a bottleneck.
AI Infrastructure
This signal highlights the friction between building isolated AI agents and building an enterprise infrastructure able to manage and integrate them reliably and securely.
AI Infrastructure
Integrating high-quality voice capabilities into agent orchestration platforms marks an evolution of the human-machine interface.