ConductVision Enterprise
ConductVision checks lab benches for the goggles, gloves and masks each room requires, logs empty lab hours and flags freezer doors left open for research facility teams.
4 detectionsConductVision detections on this photo.
Research laboratories demand precision observation, rigorous documentation, and strict safety compliance across environments that range from chemistry labs to animal facilities to field stations. Researchers need continuous, objective behavioral data for animal studies, equipment utilization metrics for shared facilities, and safety monitoring that operates without disrupting sensitive experiments. ConductVision was born from ConductScience, a company with over a decade of experience in scientific instrumentation and research methodology, including proven expertise in lab animal behavioral tracking and analysis. This heritage informs every aspect of the platform, from experiment documentation that meets publication standards to animal behavior tracking algorithms validated against manual scoring. Research facilities gain a vision analytics partner that understands the scientific method.
Outcomes
Goggles and gloves come off during long bench sessions, and the lab manager sees only the start of the day.
Without a record by room and hour, refresher training cannot target the gaps.
Labs run high air-change rates around the clock, whether anyone is in the room or not.
Ventilating an empty lab at full rate spends energy the building does not need.
A freezer or cold room door left ajar goes unnoticed until the temperature alarm sounds.
By then samples may have warmed for an unknown length of time.
Animal behavior studies depend on hours of manual video scoring that is tedious, subjective, and rate-limiting for research throughput. Shared equipment in core facilities is often underutilized due to poor scheduling visibility. Laboratory safety incidents frequently occur during off-hours when supervision is minimal.
ConductVision provides automated animal behavior tracking and scoring that correlates with established manual methods, freeing researchers to focus on analysis rather than observation. Equipment utilization monitoring provides facility managers with objective usage data. Lab safety monitoring detects PPE violations, fume hood misuse, and after-hours incidents.
What the model sees
ConductVision detections on this photo. Photo: Bruno ashimwe winks, CC BY-SA 4.0, cropped.
ConductVision detections on this photo.
Endpoints
Each endpoint is defined before the pilot starts, with what is counted, its unit and how the results are broken down.
| Endpoint | How it is counted | Unit | Broken down by |
|---|---|---|---|
| PrimaryBench PPE rate | Share of person-minutes at lab benches with every item the room requires worn. | Unit:% | By:Room, hour, item |
| SecondaryEmpty lab hours | Hours per day with no person detected in a lab view, from frames sampled each minute. | Unit:hours per day | By:Room, weekday |
| Long door openings | Freezer or cold room door openings that last past the set time, counted once per opening. | Unit:openings per week | By:Unit, hour |
| Gap duration | Minutes from the first frame with a required item missing to the first frame with it back on or the person away from the bench. | Unit:minutes (median) | By:Room, item |
Each pilot measures ConductVision on your own footage against a sample checked by hand, before anyone relies on its numbers.
Occupancy agreement
Share of sampled frames where the ConductVision empty or occupied call matches a reviewer's.
% · by room, time of day
Door event recall
Share of door openings a reviewer finds in sampled footage that ConductVision also logged.
% · by unit
PPE alert precision
Share of missing-item alerts that a reviewer confirms in a hand-checked sample of clips.
% · by room, item
Capabilities
Tracks posture, waiting and movement from pose keypoints in public spaces.
Counts and tracks people in each camera view, by zone and hour.
Checks hard hats, vests, goggles, gloves and masks against each zone's rules.
Watches water, wildlife, vessels and smoke at rivers, wetlands and shorelines.
Use cases
Overhead and side-view cameras track animal position, movement trajectories, social interactions, and specific behaviors in home cages and test apparatus. Built on ConductScience's proven foundation in lab animal behavioral analysis, automated scoring reduces observer bias and enables continuous monitoring across light/dark cycles.
Time-stamped video records of experimental procedures, equipment configurations, and environmental conditions provide objective documentation that supports reproducibility. Footage is linked to electronic lab notebooks and indexed by experiment ID.
Cameras verify PPE compliance, fume hood sash position, and proper chemical handling practices. After-hours lab occupancy is monitored for lone-worker safety, with alerts when personnel are detected in restricted areas outside of authorized schedules.
Core facility instruments such as microscopes, centrifuges, and sequencers are monitored for active use versus idle time. Utilization data informs grant-funded equipment purchases, scheduling optimization, and cost-recovery calculations.
Cameras in animal housing areas monitor cage conditions, water bottle levels, and environmental indicators. Behavioral anomalies across colony populations can indicate environmental issues before they are detected by standard environmental sensors.
Related
Measures flow, waits and occupancy in corridors, lobbies and entrances.
Checks gloves, masks and goggles, and counts units on filling lines.
Counts people, bikes and vehicles across campus walkways and entrances.
Pilot
Tell us about your sites and cameras, and a ConductVision engineer replies with a scoping plan built around the endpoints above.
