Enterprise AI starts with the data no one else has. @teepin, formerly Flashback Labs, is building around proprietary enterprise data, open-source models and changing compute. Teepin CTO & Co-Founder Srikanth Alla, previously at Amazon, ran internal tests comparing Shelby with AWS S3 on 1-2 GB files: “In our internal testing on 1-2 GB files, Shelby’s hot storage was on par with AWS. Typical uploads finished in about 28.5 seconds, and the slowest stayed around 28-30 seconds. On S3, typical uploads were about 25.7 seconds, but the slowest 5% stretched to 32.5 seconds. Shelby’s speeds were surprisingly consistent, despite still being in private beta.” Early proof that the data layer can keep pace as the rest of the stack changes.