Seeing how NSF-funded startups like Ambi Robotics and Labby are integrating AI into real-world industry challenges is incredibly validating. As a solo founder scaling InterGemm’s CNC & laser innovations and building GrantMatch AI+ as a nonprofit initiative, I’m learning a lot from the NSF SBIR success stories.
These examples help shape both our mission and our belief that AI-powered tools can directly support small manufacturers, underserved innovators, and grant seekers across sectors.