
Bloom is expanding beyond mobility into an AI-powered U.S. manufacturing marketplace for drones, robotics, and hardware startups.
Crunchbase News profiles Tabs founder Ali Hussain, a humanities-trained, non-technical founder whose path ran from Cornell and Oxford to BCG, Latch and then an AI fintech startup valued at $400 million.

Crunchbase News profiles Ali Hussain, founder of Tabs, as part of a series on non-technical founders who have built venture-backed companies. Tabs is described as a New York-based AI startup that automates parts of finance and accounting. Founded in 2023, the company has raised around $90 million, employs about 180 people and was last valued at $400 million, according to Hussain.
Hussain did not take the standard computer science route. He earned a humanities degree at Cornell, won a Marshall Scholarship to Oxford, left academia, worked at Boston Consulting Group and then spent six years at early-stage startup Latch. The takeaway for founders: domain insight, operating experience and market judgment can matter alongside technical execution.
At Latch, Hussain joined as the first operations hire when the company was a 10-person seed-stage startup. Crunchbase News reports that the experience taught him to pursue large markets, build teams with complementary strengths and focus on major technology shifts. Those lessons became part of the foundation for Tabs.
Tabs tackles a technical problem: automating revenue recognition, billing and collections. Hussain recognized that his strengths were commercial vision and operational execution, not writing code, so he partnered with technical co-founder Deepak Bapat. For non-technical founders, the practical lesson is clear: credibility can come from pairing sharp problem selection with the right technical leadership.
The profile positions non-traditional backgrounds as a potential advantage in early-stage company building. Hussain’s path suggests that resilience, access to a real problem, operational apprenticeship and investor relationships can help bridge the gap for founders outside classic tech pipelines. The broader implication: AI startup formation is not limited to coders, but non-technical founders still need technical depth around them.

Bloom is expanding beyond mobility into an AI-powered U.S. manufacturing marketplace for drones, robotics, and hardware startups.

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