---
id: "action-allocate-learning-budget"
type: "action-item"
source_timestamps: ["§ Type 2: Option Value"]
tags: ["budgeting", "r-and-d"]
related: ["concept-option-value-investment", "concept-absorptive-capacity"]
action: "Allocate a fixed percentage of revenue as an AI learning budget, similar to R&D."
outcome: "Builds institutional absorptive capacity and opens doors to future AI capabilities."
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"
---
# Allocate a Fixed AI Learning Budget

**Action.** For [[concept-option-value-investment|Type 2: Option Value]] investments, allocate a **fixed percentage of revenue** as a dedicated learning budget, treating it like R&D spending.

**Rationale.** Do not measure this budget against immediate financial payoffs; measure it against **adoption velocity** and the building of institutional AI fluency — i.e., [[concept-absorptive-capacity-d47]].

**Outcome.** Builds the organization's absorptive capacity and opens doors to future AI capabilities that would otherwise be inaccessible (the Moderna pattern — [[entity-moderna-d1]]).