Flatiron Health veterans raise $25 million for AI tool to forecast drug toxicity

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Allison DeAngelis , 2025-05-07 11:00:00

Allison DeAngelis is the East Coast biotech and venture capital reporter at STAT, reporting where scientific ideas and money meet. She is also co-host of the weekly biotech podcast, The Readout Loud. You can reach Allison on Signal at AllisonDeAngelis.01.

In January, San Francisco’s Union Square was bustling with hordes of drug developers and investors, pounding the pavement on their way from meeting to meeting. But Rohan Ganesh, an investor at the VC firm Obvious Ventures, wasn’t among them. He only agreed to hear one company’s pitch during this year’s J.P. Morgan Healthcare Conference.

The meeting was with a startup created by Flatiron Health veterans Josh Haimson and Ben Birnbaum. The duo had built the first team at Flatiron focused on machine learning, and, a few years after pharmaceutical giant Roche snapped up the company for $1.9 billion, they launched their own company.

Their new venture, Inductive Bio, has created an artificial intelligence tool that biotechs can use to design and model different versions of a small-molecule drug, sussing out what variation might cause drug toxicity or be metabolized too quickly. 

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