A prototype can work with one model and one API key, but enterprise systems must survive provider failures, data restrictions, security reviews, changing models and shared-platform demand.
FOUNDATIONENTERPRISE AI ARCHITECTURE
What is Enterprise AI Architecture?
Enterprise AI architecture is the set of patterns, boundaries, platforms and operational decisions used to build AI systems that can be trusted, scaled and operated across an organization.
A company standardizes identity, AI gateway, telemetry and approved model access while product teams remain free to build different RAG and agent workflows.
Which architectural decisions should be standardized across every AI product, and which should remain product-specific?
REMEMBEREnterprise architecture creates reusable guardrails without turning every AI product into the same product.
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