---
id: "question-ai-model-maturity"
type: "open-question"
source_timestamps: ["§ The Silver Lining: Leverage Your Existing Advantages"]
tags: ["business-model-innovation", "risk-management"]
related: ["concept-ai-centric-business-model"]
resolutionPath: "Observe early attempts by AI-native startups to fully automate their operational and strategic decision-making loops, measuring their survival and agility against traditional incumbents."
sources: ["spine"]
sourceVaultSlug: "hbr-seg-spine"
originDay: 1
articleStem: "hbr-cl-96-ai-no-sustainable-advantage"
sourceUrl: "https://hbr.org/2024/09/ai-wont-give-you-a-new-sustainable-advantage"
sourceTitle: "AI Won’t Give You a New Sustainable Advantage"
---
# Is Gen AI mature enough for a total business-model rebuild?

**Open question.** The authors propose a theoretical path in which a company lacking rare resources builds its *entire* business model around Gen AI to achieve uncopyable agility (see [[concept-ai-centric-business-model]]). But **no company has done this yet**, and they question whether the technology is currently mature enough to justify the massive investment and risk.

**Resolution path:** Observe early attempts by AI-native startups to fully automate their operational and strategic decision-making loops, measuring their survival and agility against traditional incumbents.

**Enrichment:** Transformation literature (*Managing Generative AI for Strategic Advantage*; B2B competitive-advantage work) offers a more incremental route — embedding Gen AI across offerings and outcomes — but likewise reports **no clear empirical examples** of fully AI-centric firms at the envisioned scale. The characterization as 'plausible but unobserved' is accurate.