Sapphire Ventures partner Cathy Gao says venture investors should focus on industry-specific AI applications rather than foundation models. She expects open-weight model backers to capture significant value.
The next generation of AI returns won't come from building another foundation model, according to Sapphire Ventures. Instead, venture capital opportunities lie in AI tailored to specific sectors including healthcare, real estate, and legal services.
Cathy Gao, a partner at the firm, highlighted the shift during an appearance on Bloomberg Tech. She noted that open-weight models—AI systems where weights are publicly available—present a viable path to profitability for investors backing these approaches.
Gao's outlook aligns with recent industry signals. She expressed no surprise at a recent letter from Nvidia, Microsoft, and others supporting open-weight model development. The backing suggests major technology companies view open-weight approaches as strategically important.
The commentary reflects a broader pivot in AI investment strategy. Rather than competing in the expensive foundation model race dominated by well-funded labs, venture firms increasingly target narrow applications where specialized AI can deliver outsized returns. Industry-specific solutions address pain points in regulated sectors where generic models often fall short.
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