Microsoft CEO Satya Nadella posted a long message on X arguing that every firm should build two complementary assets. The first is human capital — the judgment and expertise of its people. The second, which he called "token capital," is the company's AI capability built around a private learning loop that is fed by the company’s own data and compounds over time, remaining valuable even if the underlying model is swapped out.
According to Nadella, the wrong focus is on picking the single best foundation model. The real strategic asset is the closed-loop system a company constructs on top of a model: by continuously incorporating its own data and feedback, that loop accumulates value and delivers differentiated results regardless of which specific model is used beneath it.
Context and reactions
Observers point out that Microsoft does not own the leading frontier foundation model. The company partners with and rents models from OpenAI and also resells models from Anthropic. That context helps explain why Microsoft’s CEO would emphasize the importance of proprietary learning loops rather than the choice of a particular frontier model: positioning the value in data-driven loops aligns with Microsoft’s role as a platform provider and services partner.
Critics note that the term "token capital" can also be read as reframing Microsoft’s capability gap into a universal strategic recommendation: a company that does not control the top model has an incentive to argue that the model itself is less important than the systems you build around it.
Why this matters for businesses
The debate highlights a practical strategic choice for organizations adopting AI: invest in acquiring the most advanced foundation model, or invest in building infrastructures and processes that leverage the company’s own data through private learning loops. Nadella’s formulation suggests companies may gain a sustainable advantage by prioritizing systems that continuously capture and apply organizational data, enabling differentiated outcomes even as the underlying models evolve.
Microsoft’s dual role as platform seller and partner — without exclusive ownership of the leading models — helps explain why this narrative resonates with enterprise customers and technology decision-makers.
