Ask a question.
Find the moment.
Upload a security video clip under 60 seconds, ask what you are looking for in plain English, and get the exact start and end time — plus a one-sentence description of what happened.
Try it — sign up See a sample result
Free to try. New accounts are approved by the admin before they can log in.
How it works
1 · Upload
One MP4 clip, under 60 seconds, up to 100 MB. No camera integration, no footage leaves your account except to the model you choose.
2 · Ask
One natural-language query per job, e.g. “A person in a red jacket approaching the exit after 10 pm.”
3 · Get the moment
The result page shows whether the event was found, its start and end times, a confidence score, a timeline marker you can jump to, and an automatic event description.
Four models, one clip, side by side
Upload once, then re-test the same video with a different model — no re-upload needed. Every job records the model, token usage and latency, so results are comparable.
Muse
Meta Model API (Contributor tier). Native video upload. The default.
Gemini
Google Gemini Developer API. Native video upload.
Grok
xAI API. Frame-based: one frame per second, so timing is per-second and there is no audio.
Qwen
Alibaba Cloud Model Studio. Native video upload via video_url.
Admins can enable or disable models per user. No model sees your footage unless you run a job on it.
Why I built this
Vendor demos for AI video search are cherry-picked, and published rankings rarely show their prompts, ground truth or failure cases. I wanted a tool where the same clip and the same question can be run across several foundation models — and scored honestly, including the queries the video does not contain.
About
Karl Wang — Product Marketing · Physical Security · Video Surveillance · Bosch & Hikvision · North America & China. Based in Queens, New York.
I work on physical security products and test how generative AI actually performs on surveillance footage — not just what the demos claim.
Open to work — see LinkedIn for details.
Latest notes
- How do you test AI video search? What the IPVM ranking leaves open 2026-11-09
Video search and event description are two different tasks, and neither is scored the way vendor demos suggest. Here is the test setup I use. - Building a multi-model video search tool on a 1 GB VPS 2026-11-09
FastAPI, SQLite and four foundation models on a 2-core / 1 GB Debian VPS — what the architecture looks like, and which integrations are native video and which are not.