The people behind zero-copy AI search.
Team SWIRL is a group of engineers and entrepreneurs who have built and run search for large organizations for decades. Every product we worked on copied the data first. SWIRL is the one we built so nobody has to: it answers from the systems a firm already runs, live, as each signed-in user, with permissions enforced at the source. We build it with Claude as our agentic development partner, and we run it in production for law firms, schools and manufacturers.