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calendar_month Aug 25, 2026

EXCLUSIVE: Nvidia’s Biggest Contribution to AI Drug Discovery Isn’t Money, Generate CTO Says

When Nvidia Corp (NASDAQ:NVDA) backs an AI startup, the investment often grabs the headlines. But for Generate Biomedicines, the chipmaker’s biggest contribution goes well beyond capital.

That’s according to Generate Biomedicines co-founder and CTO Gevorg Grigoryan, who says the relationship has evolved into much more than financial backing.

“NVIDIA has unique vantage point on the evolution of computing in general, as well as deep expertise in accelerated computing, from GPU architecture to the highly optimized software and custom kernels that extract the greatest possible performance from it,” Grigoryan told Benzinga via email.

That expertise, he added, has created “valuable technical exchange around our demanding biological workloads and how we can run them more efficiently and at greater scale.”

Rather than simply providing funding, Nvidia is helping Generate tackle one of AI drug discovery’s biggest challenges: efficiently running the computationally intensive models used to generate, evaluate and refine potential medicines.

Why Computing Expertise Matters in AI Drug Discovery

Generate’s platform relies on AI throughout the drug development process, from designing new molecules and evaluating therapeutic ideas to learning from experimental data and informing clinical planning.

According to Grigoryan, extracting value from that approach requires more than access to powerful hardware. It also depends on making complex biological workloads run as efficiently as possible.

Nvidia’s experience across GPU architecture, accelerated computing and performance optimization has therefore become strategically valuable as Generate scales its AI platform. The collaboration reflects a broader trend across the AI industry, where infrastructure providers are increasingly contributing engineering expertise alongside capital.

Investment Takeaway

Grigoryan’s comments suggest Nvidia’s influence in artificial intelligence extends beyond supplying chips or writing investment checks.

As AI becomes more deeply embedded in industries such as biotechnology, the company’s expertise in accelerated computing and software optimization is emerging as another way it supports customers and portfolio companies.

For investors, that highlights Nvidia’s expanding role as a technology partner helping companies build and scale AI applications—not just the hardware powering them.

Image courtesy Generate Biomedicines