Vision-Language search for video & images

Find any moment in your media,
just by describing it.

Driving and robotics footage, medical and clinical video, industrial inspection, security and retail cameras, sports, drone and wildlife recordings — and your own private videos, from last week's dashcam clip to twenty years of family holiday films. Upload it, then search it like you'd Google a sentence.

Start finding scenes today

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Sample queries across demo datasets

One search bar. Every kind of footage.

Pedestrian crossing on wet pavement
FRONT · 00:12:340.94
Autonomous driving

"pedestrian crossing at night in the rain"

Pedestrian crossing on wet pavement

Neon-lit downtown intersection, single pedestrian mid-crosswalk, heavy rain reflections — high-priority safety scenario.

Construction zone with worker on roadway
FRONT · 00:08:070.86
Autonomous driving

"construction worker standing on the roadway"

Construction zone with worker on roadway

Orange cones, barricades, and high-visibility vest detected — narrow lane shift required.

Dense fog on multi-lane highway
FRONT · 00:31:090.81
Autonomous driving

"driving in dense fog with poor visibility"

Dense fog on multi-lane highway

Visibility under 50 m, headlights of oncoming traffic barely visible — long-tail weather corner case.

Cyclist alongside vehicle at sunset
SIDE_RIGHT · 00:22:550.83
Autonomous driving

"cyclist riding next to the car at sunset"

Cyclist alongside vehicle at sunset

Vulnerable road user in adjacent lane, low-angle sun glare — flagged for perception review.

Robot arm grasping red cube from clutter
OVERHEAD · 00:01:420.79
Robotics

"robot successfully grasps the red cube"

Robot arm grasping red cube from clutter

Manipulation sequence in a cluttered workbench — every grasp is logged into the success/failure distribution of the demo dataset.

Forklift operating in a narrow warehouse aisle
OVERHEAD · 00:14:030.77
Industrial

"forklift driving through a narrow aisle"

Forklift operating in a narrow warehouse aisle

Industrial camera footage — pallet-handling events are counted across shifts to build hourly traffic and congestion statistics.

Ultrasound imaging session
EXAM_CAM · 00:03:280.75
Medicine

"ultrasound examination in progress"

Ultrasound imaging session

Clinical imaging archive match — scans are clustered to profile procedure phases across the dataset for teaching and review.

Surgical team mid-procedure
OR_CEILING · 00:52:400.71
Medicine

"surgical team mid-operation"

Surgical team mid-procedure

Operating-room archive match — procedure phases are profiled across hundreds of recordings to compare duration and team statistics.

Deer herd spotted by drone at dawn
DRONE · 00:41:170.73
Drone & wildlife

"herd of deer filmed by drone at dawn"

Deer herd spotted by drone at dawn

Wildlife survey footage — each sighting is aggregated into species counts and activity heatmaps across the full survey dataset.

Striker shooting at goal under floodlights
BROADCAST · 01:12:080.66
Sports & media

"a shot on goal under the floodlights"

Striker shooting at goal under floodlights

Match archive match — shot, pass and set-piece events are tagged across the season to profile team and player performance.

Shoppers in a supermarket aisle
AISLE_CAM · 00:17:520.69
Security & retail

"shoppers crowding in a supermarket aisle"

Shoppers in a supermarket aisle

Retail camera footage — foot-traffic events are counted per aisle and hour to build store-wide congestion and queue statistics.

Kids sprinting into the waves
HANDYCAM · 00:07:190.91
Personal archive

"the kids running into the sea, Mallorca 2014"

Kids sprinting into the waves

Your own holiday film, found in seconds — twenty years of family videos become searchable the moment you upload them.

Private archives

Twenty years of holiday films. One question away.

Birthday parties, first steps, ski trips, that summer at the beach — all of it is sitting on old hard drives and phones. Upload your personal archive and simply ask:

  • "the kids running into the sea, Mallorca 2014"
  • "Grandpa's toast at the wedding"
  • "our first snowy Christmas at the cabin"
  • "Mum laughing at the barbecue, any year"

Your footage stays private — it is never shared and never used to train models. FindScene just takes you straight to the moment you remember.

Family home video still: children running into the sea on a summer holiday
HANDYCAM · Mallorca_2014.mp4 · 00:07:190.91

"the kids running into the sea, Mallorca 2014"

Found in 4,312 personal clips across 18 years of family recordings — without watching a single tape.

1.2K
Indexed videos
8.9M
Frames indexed
142ms
Avg search latency
5
Cameras per scene

One workspace for every kind of video and image

The same retrieval and dataset-analysis stack works on driving and robotics datasets, clinical and medical imagery, industrial and agricultural footage, security cameras, sports and media archives, research recordings, photo libraries, and private personal media.

Natural language queries

Describe scenes the way you think — pedestrians, lights, turns, weather, obstacles, manipulation, navigation.

Multi-camera & multi-modal

Search across Front, Left/Right and Side cameras. Works with RGB, depth, and any video source.

Sub-200ms retrieval

FAISS-backed ANN search over millions of CLIP frame embeddings. Scale to billion-frame indexes.

Use cases

From research labs and hospitals to factories, farms, stadiums, studios — and your own personal archive.

Autonomous driving

Search urban driving footage for rare events — jaywalkers at night, construction zones, emergency vehicles, sensor anomalies.

Robotics & manipulation

Query robotic demonstration videos to find specific grasp types, object interactions, or failure modes for imitation learning.

Medicine & healthcare

Index surgical, endoscopy, ultrasound and rehab video to find instruments, anatomy, phases of a procedure, or unusual findings for teaching and review.

Life sciences & research

Search microscopy, behavioural and lab-experiment recordings for specific events, cell states, or animal behaviours instead of scrubbing timelines.

Industry & inspection

Find defects, leaks, missing parts, or unsafe behaviour across manufacturing lines, drone inspections, construction sites, and utility surveys.

Security & retail

Query CCTV and store cameras for described situations — unattended bags, crowding, queue lengths, shelf gaps — without watching hours of tape.

Agriculture & environment

Search field, greenhouse, wildlife and satellite-adjacent video for crop stress, pests, species sightings, or environmental change.

Sports & media archives

Locate plays, techniques, injuries, or specific shots across match footage and long broadcast and post-production archives.

Your private videos

Decades of family holiday films, birthday parties, dashcam clips, interviews, lectures — upload your own footage and find the exact moment you remember.

Dataset curation

Automatically tag, filter, and extract clips from raw recordings to build clean training sets without manual scrubbing.

Safety & compliance

Audit hours of recorded footage for policy violations, near-miss events, or safety-critical scenarios in seconds.

Dataset analysis

Profile any collection in minutes — event counts, scene-type distribution, coverage gaps, and per-camera statistics turned into charts and reports.

Your footage already knows the answer.

Sign in, upload a video or a folder of images, and find the exact scene in seconds.