Sam.govSachin Subramanian and Philip Kung are the co-founders of generative AI startup Sweetspot, a search engine that uses large language models to look for specific U.S. government contracts — a $650 billion business. Reed: Tech companies are increasingly looking for government contracts and there are geopolitical reasons for that. What’s a real world example? Subramanian: The government is trying to install a lot of facial recognition software of late. The contracts on Sam.gov are titled with very obscure names. Sometimes people just say, ‘software needed to detect x and y.’ But with our software, if you just type in ‘facial recognition,’ it matches businesses with all those relevant contracts. Sometimes the government has some data that they need analyzed. Businesses have a tough time finding these contracts because there are so many things they could type in and it takes a while to find all these relevant contracts. Q: How does it work? Do you do a bunch of training on the language used in government contracts or can you plug in existing models like GPT? Subramanian: We pre-process the publicly available government data in our unique way, such that it allows search terms to get easily filtered out by our AI. So the AI is able to understand this data better. Q: What does pre-process mean? Kung: Our secret sauce is being able to determine what’s relevant, what’s not relevant in a contract. Roughly 80% of it is things like general amendments or best practices, but it has nothing to do with what the government wants. We’re able to extract that relevant 20% and that reduces a lot of noise. Q: What made you want to do this? Subramanian: We had a friend who worked at a real estate firm in LA and his job was to bid on commercial real estate contracts that were put out by the government. He explained how much of a hassle this was. You couldn’t just go on Sam.gov and magically type in commercial real estate in Los Angeles and expect to get any relevant results. Q: So is that the target customer? Kung: I think it really helps with small to medium-sized businesses. There’s so many contracts being uploaded to Sam.gov, from real estate to medical care to different parts for automobiles. And those are the kinds of things that are hard to find. This is a great example. We typed in Orange Is the New Black into our search engine. It came back with federal prison contracts, specifically for women’s prisons. It shows that the AI is not looking for specific keywords because it understands that Orange Is the New Black is a show about women’s prisons. For the rest of the conversation, read here. |