Startups Built on Academic Research: How Do You Translate Scientific Capability into a Product Investors Understand?

Many founders in biotech, DeepTech, and AI come out of an academic environment. They have awe-inspiring scientific capability, strong technological IP, and sometimes even a registered patent. But when they present their product to investors or business customers, they hit a wall: the scientific capability is hard to grasp. Investors who aren't experts in the specific field can't assess whether this is truly a breakthrough or just another research experiment. Working with researchers from the Weizmann Institute of Science, I developed a method for translating complex scientific capability into a user experience that anyone can appreciate. We took advanced scientific models and turned them into visual interfaces that demonstrate the value of the research intuitively. Instead of a PowerPoint deck full of formulas, a founder can show an investor an interactive prototype that simulates exactly how the product will look and work. This approach doesn't just help with fundraising — it also forces the research team to clearly define what "the product" derived from the research actually is. Questions like "Who is the primary user?", "What Workflow does the product support?", and "What is the immediate value the user gets?" — questions that academic researchers aren't always required to answer — become a central part of the product development process. For founders coming out of academia, the key insight is: investing in product design early on is not a "marketing trend." It's a fundamental exercise in turning research into a product. Without it, no matter how impressive your scientific capability is, investors and customers won't understand the value.