---
id: "concept-dual-track-ai-strategy"
type: "concept"
source_timestamps: ["§ A Hybrid Approach"]
tags: ["corporate-strategy", "multinational-operations", "vendor-management"]
related: ["framework-hybridization-steps", "claim-multipolar-ai-future", "contrarian-best-tools-not-one-ecosystem", "action-combine-systems"]
source_url: "https://hbr.org/2025/09/how-savvy-companies-are-using-chinese-ai"
source_title: "How Savvy Companies Are Using Chinese AI"
definition: "The strategic integration of both Western and Chinese AI ecosystems by a single organization to optimize for cost, compliance, and performance across different global markets and use cases."
sources: ["tail2"]
sourceVaultSlug: "hbr-seg-tail2"
originDay: 2
articleStem: "hbr-tail-123-using-chinese-ai"
sourceUrl: "https://hbr.org/2025/09/how-savvy-companies-are-using-chinese-ai"
sourceTitle: "How Savvy Companies Are Using Chinese AI"
---
# Dual-Track (Hybrid) AI Strategy

The **dual-track (hybrid) AI strategy** is the source's central prescription for global multinationals: **integrate both Western and Chinese AI solutions** to leverage the distinct strengths of each ecosystem. Because the U.S. and China run *parallel* ecosystems with different priorities, **no single stack will dominate globally** (see [[claim-multipolar-ai-future]] and the quote [[quote-not-east-vs-west]]).

The allocation logic:
- **Western models** (ChatGPT, Gemini) → frontier research, broad foundation tasks, and applications requiring high transparency in heavily regulated sectors (pharma, banking, government).
- **Chinese models** → cost-effective, highly localized, deployment-ready vertical applications (retail, consumer goods, customer service, basic coding).

Real-world adopters cited include **Nestlé** and **Starbucks**, which use a hybrid approach to maximize operational efficiency, navigate local regulations, and hold competitive advantage across regional markets. (Note: [[entity-alibaba-d2|Alibaba]]'s Qwen/Tongyi Qianwen is used by multinationals including LVMH and Starbucks.)

The operational roadmap for adopting this is [[framework-hybridization-steps]] (research → evaluate → combine), executed via [[action-combine-systems]]. The contrarian premise underneath it — that the best tools no longer come from one ecosystem — is [[contrarian-best-tools-not-one-ecosystem]].

**Enrichment / caveat:** the multipolar *diagnosis* is well supported, but 'must adopt dual-track' is **strategic advice, not an empirically testable fact.** Some firms rationally choose a single ecosystem for simplicity, trust, or compliance (e.g., regulated U.S. financial institutions avoiding Chinese vendors; EU firms constrained by AI-Act-style rules). Dual-track is most compelling for consumer-goods, e-commerce, and manufacturing firms with deep China exposure.