---
id: "concept-federated-ai-deployment"
type: "concept"
source_timestamps: ["§ Change Management"]
tags: ["change-management", "organizational-structure"]
related: ["concept-digital-hubs", "claim-culture-is-the-game", "person-louis-gerstner"]
definition: "Distributing AI capabilities and reporting structures across regional or functional business units to reduce internal resistance and leverage local expertise."
sources: ["commercial"]
sourceVaultSlug: "hbr-seg-commercial"
originDay: 5
articleStem: "hbr-foci-64-ai-broaden-customer-base"
sourceUrl: "https://hbr.org/2025/03/how-one-company-used-ai-to-broaden-its-customer-base"
sourceTitle: "How One Company Used AI to Broaden Its Customer Base"
---
# Federated AI Deployment

**Federated AI Deployment** is an organizational approach to rolling out AI in which capabilities are **distributed and integrated into existing regional or functional units** rather than being strictly centralized.

[[org-sap|SAP]] used this model to secure buy-in from long-established units that possessed distinct pockets of expertise and were accustomed to **high autonomy**. While a centralized rollout might have been technically **faster**, the federated model prevented the severe internal resistance that often kills enterprise AI initiatives — which ties directly to [[claim-culture-is-the-game]] and the [[entity-louis-gerstner|Gerstner]] view that culture *is* the game. The [[concept-digital-hubs|Digital Hubs]] embody this structure with their regional + dotted-line reporting.

> **Enrichment check / counter-perspective:** A federated deployment model for SAP's Business AI is well supported by current architecture narratives (e.g., the SAP AI Agent Hub emphasizes centralized *governance* with distributed *agents*). But some practitioners argue that **centralizing AI expertise initially** is crucial to avoid duplicated effort, inconsistent standards, and "model sprawl." Because SAP's own AI Agent Hub is itself a central governance layer, a **hybrid model** (strong central governance + local implementation) may describe reality more accurately than the article's "centralization kills initiatives" framing.