Video holds the record. We make it findable.
Meshora is a three-person team in Phoenix, Arizona. We build multimodal video indexing infrastructure for the organizations that hold large archives and currently have no practical way to search what's inside them.
Make video as searchable as text.
Text documents became searchable 25 years ago. A Google query finds a specific paragraph in a million-page corpus in milliseconds. Video — which now vastly outnumbers text in organizational archives — is still searched by title tag, if at all.
That gap is what Meshora closes. Not eventually — now, for any organization with a video archive and a willingness to point Meshora at their storage bucket.
Three people. One problem to solve.
Viktor Novak
Founder & CEOViktor spent six years building content management systems for mid-size TV broadcasters before founding Meshora. He watched archive teams waste entire days hunting 30-second clips through badly-tagged databases. That's the problem Meshora exists to solve.
Selin Arslan
Head of MLSelin previously built multimodal embedding pipelines at a computer vision research lab. She joined Meshora to apply that work to real-world archive scale — moving from research benchmarks to 40,000-hour production archives where the noise is real and the latency requirements are strict.
Marcus Webb
Lead EngineerMarcus spent five years at a media infrastructure company writing video processing pipelines before joining Meshora to build the indexing engine from scratch. He designed the parallel analysis architecture that keeps per-hour processing time under 20 minutes.
Phoenix, 2023.
Viktor was wrapping up a contract building an archive management system for a regional broadcaster in the southwest. The client had 22 years of footage — digitized, backed up, correctly stored. A researcher had spent three days looking for a 90-second clip from a 2009 safety segment. They never found it.
That clip existed. It was in the system. But the system had no way to know what was inside it. The title said "KXYZ 2009-04-14 Morning Block" — which tells you nothing about what was spoken, what was on screen, or what was happening visually.
Viktor called Selin the next week. Marcus joined three months later. They've been indexing video archives in Phoenix since.
We're building. Come find us.
If you have a large video archive and no practical way to search it, we want to talk. We're also hiring engineers and ML researchers.