Databricks AI head quits to launch new computer venture

Naveen Rao, Databricks’ head of AI, is set to leave his role to start a new company focused on developing a new type of computer, according to a source familiar with the matter.

Databricks, a US-based data analytics and AI platform, confirmed Rao will shift to an advisory position and plans to invest in his new venture, though the investment amount was not disclosed.

Rao has reportedly begun early talks with other potential investors for the startup, which aims to address the rising costs of AI computing.

He previously sold MosaicML, a data and AI analytics startup, to Databricks in 2023 for US$1.3 billion.

Rao also co-founded Nervana Systems, which Intel acquired in 2016 for about US$350 million.

Databricks recently raised US$1 billion in a funding round, bringing its valuation to about US$100 billion.

🔗 Source: Bloomberg

🧠 Food for thought

Implications, context, and why it matters.

The AI compute cost crisis is creating opportunities for hardware innovation

Rao’s departure to build “a novel type of computer” addresses a genuine market urgency. AI training compute needs have been doubling every 3.4 months since 2012, compared to every two years from 1959 to 20122.
This acceleration represents a significant increase in compute usage, with large AI experiments potentially costing $200 billion within 5-6 years if current trends continue3.
While traditional computing power per dollar historically improved by a factor of 10 every four years, this rate has slowed significantly to once every 10-16 years in recent years4.
The growing gap between AI compute demand and traditional hardware cost improvements creates a clear market opportunity for specialized computing solutions that can reduce these rising costs.

Serial entrepreneurs with domain expertise command premium startup valuations

Rao’s track record of two successful exits—selling Nervana Systems to Intel for $350 million in 2016 and MosaicML to Databricks for $1.3 billion in 2023—positions him among proven repeat entrepreneurs who can attract significant investor interest.
His departure follows a pattern of high-profile tech executives launching startups that achieve substantial valuations, with former OpenAI CTO Mira Murati’s company valued at $10 billion and ex-Salesforce co-CEO Bret Taylor’s AI startup Sierra also reaching $10 billion1.
Research on 170 Silicon Valley startups found that turnover, particularly founder exits from established companies, can increase the likelihood of achieving an IPO, suggesting that experienced executives bringing diverse prior experiences tend to achieve success more quickly5.
The combination of Rao’s specific expertise in AI computing challenges and his proven execution ability creates conditions for premium startup valuations, especially when addressing urgent market needs like AI compute costs.