--- title: Kire Labs — Pragmatic, Purpose-Built Software description: Kire Labs builds pragmatic, purpose-built software—starting with offline tools for child-protection investigators. Tracer Vision finds visually similar images and video that hash matching misses. url: https://kirelabs.com/ --- # Software built for the people doing the hard work. Kire Labs builds pragmatic, purpose-built software: small tools that do one job well and run entirely on hardware you control—starting with offline tools for child-protection investigators. - **Offline** — runs on your hardware, not someone else's cloud - **Free** — for U.S. law enforcement & ICAC task forces ## Why we build Too many teams spend their day fighting software that wasn't made for their work. We'd rather build small, purpose-built tools—one problem at a time, with the people who use them. Our first focus is child-protection investigations. Task forces handle enormous volumes of material under strict legal constraints, usually with tools that weren't designed for the job. Everything we ship for them runs offline on hardware the agency controls, free for U.S. law enforcement. ## Products Each Kire Labs product does one job well and runs entirely on hardware you control. ### [Tracer Vision](https://kirelabs.com/tracer-vision) — available Compares unknown images and videos against a reference corpus using a local visual-similarity model (SigLIP), flagging material that hash matching misses. Runs offline on a single laptop and exports Project VIC 2.0 for Griffeye. ### More on the way Next up: case intake, triage, and reporting tools for ICAC task forces. Want early access? Reach out. ## Get in touch Work in child protection, law enforcement, or a related mission? We'd like to hear from you—about Tracer Vision, what's coming next, or a problem you think we should work on. Use the contact form at . Messages go straight to the Kire Labs team—no bots, no ticket queue. The form is protected by a Cloudflare Turnstile challenge, so it must be completed by a person in a browser. Looking for Tracer Vision specifically? Request access at . --- © 2026 Kire Labs, LLC