---
id: "question-portfolio-commoditization"
type: "open-question"
source_timestamps: ["§ Optimizing for the Unknown"]
tags: ["product-strategy", "commoditization"]
related: ["concept-frontier-sensing-systems", "action-deploy-sensing-team"]
resolution_path: "Requires continuous red-teaming of internal product portfolios against the latest frontier AI model capabilities."
sources: ["futures"]
sourceVaultSlug: "hbr-seg-futures"
originDay: 2
articleStem: "hbr-foci-72-future-ai-fog"
sourceUrl: "https://hbr.org/2026/04/the-future-is-shrouded-in-an-ai-fog"
sourceTitle: "The Future Is Shrouded in an AI Fog"
---
# Which Parts of the Product Portfolio Will Be Commoditized?

**Open question:** Which offerings are genuinely **defensible**, and which remain prosperous **only because no one has yet aimed a capable AI system at them**? This is the flagship question a [[concept-frontier-sensing-systems|frontier AI sensing team]] must ask (operationalized in [[action-deploy-sensing-team]]).

**Resolution path:** Continuously **red-team internal product portfolios against the latest frontier-model capabilities** — before the market does it for you.