---
id: "claim-partnership-ecosystem-maturation"
type: "claim"
source_timestamps: ["§ 2. A network of partners"]
tags: ["vendor-ecosystem", "partnerships"]
related: ["action-shift-partnership-strategy", "quote-partnership-shift", "contrarian-academic-partnerships-declining", "concept-cross-industry-ai-analogies"]
confidence: "high"
testable: true
speakers: ["Bruce Lawler", "Vijay D'Silva", "Vivek Arora"]
source_url: "https://hbr.org/2025/01/what-companies-succeeding-with-ai-do-differently"
source_title: "What Companies Succeeding with AI Do Differently"
sources: ["execution"]
sourceVaultSlug: "hbr-seg-execution"
originDay: 8
articleStem: "hbr-cl-89-companies-succeeding-with-ai"
sourceUrl: "https://hbr.org/2025/01/what-companies-succeeding-with-ai-do-differently"
sourceTitle: "What Companies Succeeding with AI Do Differently"
---
# AI partnerships have shifted from academic to commercial

**Claim:** The nature of external AI partnerships has fundamentally changed.

- **2021 survey:** academia and startups were the most common partners for enterprise AI initiatives.
- **2023 survey:** companies primarily partnered with **consultants, vendors, and industry partners**.

The shift signals a move toward valuing practical, commercially viable approaches over experimental research. Notably, ~90% of leaders still build **internal** capabilities and *supplement* them with external partners rather than outsourcing wholesale. See [[quote-partnership-shift]], the operational directive [[action-shift-partnership-strategy]], and the contrarian framing [[contrarian-academic-partnerships-declining]]. Cross-industry sourcing ([[concept-cross-industry-ai-analogies]]) is a related expression of the maturing ecosystem.

**Confidence: high (directional).** The directional claim — away from academia/startups toward commercial, practical partners — is strongly supported by multiple MIT- and McKinsey-linked commentaries (e.g., "procure external tools, co-develop with vendors" delivering ~2x higher performance; MIT GenAI-Divide data showing purchased/vendor solutions succeed ~67% vs ~33% for internal builds). The exact 2021-vs-2023 partner-mix percentages are not reproduced verbatim in open sources.