---
id: "contrarian-stop-moonshots"
type: "contrarian-insight"
source_timestamps: ["¶2", "¶18"]
source_url: "https://hbr.org/2026/01/manage-your-ai-investments-like-a-portfolio"
source_title: "Manage Your AI Investments Like a Portfolio"
tags: ["strategy", "risk-management", "contrarian-insight"]
related: ["concept-dual-lens-portfolio", "entity-tom-davenport"]
challenges: "The hype-driven approach of chasing massive, transformative AI 'moonshots' to leapfrog competitors."
sources: ["spine"]
sourceVaultSlug: "hbr-seg-spine"
originDay: 1
articleStem: "hbr-foci-61-ai-investments-portfolio"
sourceUrl: "https://hbr.org/2026/01/manage-your-ai-investments-like-a-portfolio"
sourceTitle: "Manage Your AI Investments Like a Portfolio"
---
# Contrarian: Stop Rolling the Dice on Moonshots

> **Contrarian insight** — Challenges: *the hype-driven approach of chasing massive, transformative AI 'moonshots' to leapfrog competitors.*

Despite the immense hype around AI's transformative potential, the authors explicitly advise against 'rolling the dice on moonshots.' Instead they advocate a balanced portfolio mixing practical, near-term implementations (to build confidence and capabilities) with medium- and long-term projects.

Transformational potential should be pursued *systematically* through a pipeline where early projects build the foundational capabilities required for later moonshots — rather than attempting them in isolation. This is the philosophical basis for the [[concept-dual-lens-portfolio]] and traces to [[entity-tom-davenport]]'s 2018 HBR argument against moonshots.

**Counter-argument (for balance):** Some strategists hold that bold, high-risk AI bets are essential for disruptive advantage, particularly for firms facing existential threats; over-emphasis on incremental near-term value risks under-investing in platform-shifting capabilities. HBR's later 'The 5 Types of AI Investment' similarly recognizes that different investment types (efficiency, growth, learning) carry different time horizons and metrics.


## Related across articles
- [[concept-minimum-viable-ai]]
- [[contrarian-productivity-gains-are-insufficient]]