Video Moment Indexer & Editor Bridge

A local ML tool that indexes large video libraries (GoPro, phone footage, etc.), detects interesting moments using computer vision, and exports best clips directly to video editing timelines (DaVinci, Premiere). Solves the tedious problem of manual video scrubbing.

Consumer video libraries are growing faster than ever as GoPro, drone, and smartphone footage accumulates in terabytes on creators' hard drives, and the AI moment-detection wave (scene detection, highlight extraction) is mature enough that local ML inference is genuinely viable without cloud costs. Adobe has dabbled in auto-reframe and scene detection inside Premiere, and DaVinci Resolve has its own cut detection, so the closest competitor is the native tooling inside the editors themselves — a tough incumbent to displace because switching friction is near zero. The $1k–5k/mo revenue band is realistic only through a one-time or low-recurring license model aimed at prosumers, since serious professionals will tolerate friction to stay inside their existing workflow, and subscription fatigue among indie creators makes monthly pricing a harder sell at meaningful ARPU. The single most likely failure mode is that Adobe and Blackmagic Design ship "good enough" AI scrubbing improvements in their next major releases, collapsing the addressable problem before any meaningful user base is built.