---
id: "contrarian-productive-variance"
type: "contrarian-insight"
source_timestamps: ["§ How Can Organizations Pick the Best Gen AI Projects?", "1. Fund the responsible rebels."]
tags: ["management-theory", "innovation", "contrarian"]
related: ["concept-responsible-rebels", "quote-standardization-vs-variance"]
challenges: "The conventional management view that standardizing processes is the primary path to organizational improvement and efficiency."
sources: ["spine"]
sourceVaultSlug: "hbr-seg-spine"
originDay: 1
articleStem: "hbr-cl-95-6-disciplines-genai"
sourceUrl: "https://hbr.org/2024/07/the-6-disciplines-companies-need-to-get-the-most-out-of-gen-ai"
sourceTitle: "The 6 Disciplines Companies Need to Get the Most Out of Gen AI"
---
# Innovation requires productive variance, not standardization

**Contrarian insight.** While modern management heavily emphasizes operational excellence through strict standardization and process control, the authors argue that true innovation — including successful Gen AI adoption — requires deliberately funding **"productive variance"**: allowing [[concept-responsible-rebels|responsible rebels]] to break the status quo.

**What it challenges:** the conventional management view that standardizing processes is the primary path to organizational improvement and efficiency.

The source encapsulates the tension in [[quote-standardization-vs-variance]] ("the heart of operational excellence is standardization, the heart of innovation is productive variance"). The practical resolution is stage-gated funding with executive sponsorship — [[action-fund-innovation-stage-gates]] — which is the first criterion in [[framework-gen-ai-project-selection]].