Small Business Grants for AI and Machine Learning Startups (2026)
You're building AI and machine learning solutions, but talent acquisition and compute costs consume runway fast when bootstrapping. Bootstrap Directory opens access to 1,900+ non-dilutive funding opportunities for AI/ML founders. NSF AI and Machine Learning Research grants provide $500K+ for foundational AI technology and responsible AI development. SBIR AI-focused programs fund startups building solutions in healthcare, manufacturing, cybersecurity, and agriculture. NIST (National Institute of Standards and Technology) supports AI startups developing standards, security frameworks, and trustworthy AI systems. These programs recognize AI's transformational potential while funding responsible innovation—giving you capital to invest in talent, compute infrastructure, and research without the dilution of traditional venture capital. NSF's National AI Research Institutes program, DARPA's research grants, and SBIR programs through the DOD and intelligence community fund AI and machine learning innovation with awards from $250,000 to $5 million. The National Institute of Standards and Technology (NIST) also provides AI-focused grants, and state-level programs in tech hubs offer additional funding.
Frequently Asked Questions
What types of grants are available for AI and ML startups?
AI/ML companies can access NSF AI and Machine Learning Research grants ($500K+), SBIR Phase I and II AI-focused programs, and NIST AI-supporting grants. Grants fund foundational AI research, machine learning applications across industries, responsible AI development, and AI security. Many programs support startups building AI solutions for healthcare, manufacturing, cybersecurity, and finance.
How do I qualify for AI and ML grants?
Most AI/ML grants require you to be a U.S. small business with fewer than 500 employees and demonstrate innovation in AI/ML technology or application. NSF awards prioritize novel research and responsible AI practices. SBIR programs support startups with clear commercialization pathways. Bootstrap Directory helps identify programs matching your AI focus and industry application.
When are the deadlines for AI and ML grants?
NSF AI and Machine Learning Research typically has annual deadlines in February and September. SBIR AI-focused deadlines are in February, June, and October. NIST AI grant deadlines vary by program—Bootstrap Directory tracks all AI/ML funding cycles to help you plan research and product development strategically.