---
id: "action-invest-transformation-infrastructure"
type: "action-item"
source_timestamps: ["§ Type 5: Organizational Capability Building"]
tags: ["hr", "change-management"]
related: ["concept-organizational-capability-building", "concept-capability-premium"]
action: "Fund reskilling programs, cross-functional architectures, and change management alongside AI tool deployment."
outcome: "Builds the organizational muscle to continuously adapt to and exploit future technological shifts."
sources: ["spine"]
sourceVaultSlug: "hbr-seg-spine"
originDay: 1
articleStem: "hbr-edu-47-5-types-ai-investment"
sourceUrl: "https://hbr.org/2026/06/the-5-types-of-ai-investment-and-how-to-capture-their-value"
sourceTitle: "The 5 Types of AI Investment–and How to Capture Their Value"
---
# Invest in Transformation Infrastructure

**Action.** Move beyond merely *purchasing AI tools* and invest heavily in the infrastructure required for [[concept-organizational-capability-building|Type 5]] transformation: fund **reskilling programs**, design **cross-functional team architectures**, and build **dedicated change-management capabilities**.

**Rationale.** This is how a company earns the [[concept-capability-premium]] — an option on all future organizational capabilities, measured by strategic-agility indicators rather than tool-level ROI.

**Outcome.** Builds the organizational muscle to continuously adapt to and exploit future technological shifts (the Walmart pattern — [[entity-walmart-d47]]; the ethos of [[quote-continuous-change]]).


## Related across articles
- [[action-invest-in-absorptive-capacity]]
- [[concept-organizational-capability-building]]
- [[concept-human-capital-development-ai]]