ParkSense AI
A palm-sized edge box that plugs into your existing parking cameras.
- Counts free bays in real time
- Flags overstays and wrong parking
- Guides drivers to open spaces
From $499 per edge box (waived on a 12-month plan)
PilotDetect floor spills and falls in seconds, before someone gets hurt
Software: $199–$299 per month per store
Pilot deployments begin ahead of general availability (Q2 2027). The optional $49 pilot-slot deposit is fully refundable.
Real-time 3D render · drag to rotate · final design may vary
What it is
A small ceiling-mounted camera that watches shop and warehouse floors.
What it does
Who it's for
Supermarkets, restaurants, hospitals, warehouses, airports and malls.
Look inside
Keep scrolling: it opens up in real time to show the parts that do the work.
Overview
SpillGuard AI watches floors continuously and detects water and oil spills, debris and fallen persons in real time. It runs on a 10 cm ceiling-mount camera or on your existing cameras, and instantly alerts staff by app, warning light or PA so hazards are cleaned up before anyone slips.
The problem
Slips, trips and falls are among the most common causes of workplace injury and public-liability claims in supermarkets, restaurants, hospitals and warehouses. Spills are often discovered only after an incident, and floor walks are infrequent and hard to prove. A person who falls in a quiet aisle or corridor can go unnoticed for minutes.
Find spills from broken bottles, freezers and produce misting before customers slip.
Monitor kitchen floors and walkways for grease and water hazards.
Detect patient falls in corridors and common areas and alert nursing staff immediately.
Spot oil leaks from forklifts and liquid spills from damaged goods.
Keep high-traffic public floors safe and log response times for compliance.
Keep timestamped records of detection, alert and clean-up for safety audits and claims defence.
SpillGuard cameras or your existing CCTV monitor floors continuously.
On-device segmentation models find spills and debris; pose models detect a person on the floor.
Detections are confirmed over several seconds to filter shadows, reflections and staff activity.
Staff receive an instant alert with a snapshot and location; optional warning lights or signage activate.
Staff mark the hazard cleared and the dashboard records response time for reporting.
In the app
The SpillGuard staff app pushes alerts with snapshots and locations; the dashboard tracks hazards, response times and hotspots across every store or site.
Liquid pool ~0.6 m², near dairy chiller
Cardboard on walkway, cleared in 1m 50s
Person on floor 4 s, stood up — no action
Response time 2m 12s
Runs on-device · Hailo-8L
Segments liquid spills (water, oil, milk and more) on tiles, concrete and vinyl.
Model: YOLO11-seg fine-tuned on spill dataset + SAM2-assisted labelling
Detects falls and people lying on the floor from body pose and motion.
Model: YOLO11-pose + temporal fall classifier (LSTM)
Detects dropped goods, broken glass areas and trip hazards in walkways.
Model: RT-DETR object detector
Learns normal floor appearance per camera to ignore reflections and lighting changes.
Model: Background model + anomaly scoring
Recognises when a hazard has been marked with a caution sign.
Model: MobileNetV3 classifier
Targets for production units. Subject to change during development.
| AI processor | Hailo-8L (13 TOPS) or Kendryte K230 (6 TOPS) |
|---|---|
| Camera | 1080p wide-angle dome (110° FOV) or existing CCTV over RTSP |
| Sensors | Ambient light sensor |
| Connectivity | Ethernet (PoE) · Wi-Fi 6 · Relay output for warning lights · RTSP input for existing cameras |
| Power | PoE (802.3af) or 12 V DC, 5–10 W |
| Enclosure | White polycarbonate ceiling dome with tamper-resistant mount |
| Dimensions | 10 × 10 × 4 cm (ceiling mount) |
| Weight | ~350 g |
| Ingress rating | IP54 (indoor, washdown-tolerant) |
| Camera | 1080p wide-angle, 110° FOV |
|---|---|
| Existing cameras | Up to 4 RTSP streams per dome / 16 per edge box |
| Coverage | Up to ~60 m² floor area per camera |
| Low light | Down to 1 lux |
| Processor | Hailo-8L (13 TOPS) / K230 (6 TOPS) |
|---|---|
| Detects | Liquid spills, debris, falls |
| Time to alert | Under 10 s (target) |
| Outputs | App, SMS, email, relay light, webhook |
| Power | PoE or 12 V, 5–10 W |
|---|---|
| Network | Ethernet / Wi-Fi 6 |
| Storage | 32 GB for event snapshots |
| Updates | Signed OTA updates |
| Size | 10 × 10 × 4 cm |
|---|---|
| Mount | Ceiling or wall |
| Rating | IP54 |
| Operating temp. | 0 °C to 45 °C |
Built with
Proven, off-the-shelf components our prototypes are built on. Final production parts may differ.

Raspberry Pi 5
Main computer for our edge boxes
Photo: SimonWaldherr,CC BY 4.0, via Wikimedia Commons · AI overlay added

Raspberry Pi AI HAT+ (Hailo AI accelerator)
Runs the vision models on the device
Photo: SparkFun Electronics,CC BY 2.0, via Wikimedia Commons · AI overlay added

Standard CCTV cameras (bullet and dome)
The cameras you already have — we connect to them
Photo: Myotus,CC BY-SA 4.0, via Wikimedia Commons · AI overlay added
Reference photos of commercially available components. IEMI Labs is not affiliated with or endorsed by their manufacturers. Photo credits
Planned contents
The SpillGuard staff app pushes alerts with snapshots and locations; the dashboard tracks hazards, response times and hotspots across every store or site.
Hardware: $399 per edge box
Software: $199–$299 per month per store
Uses your existing cameras through one edge box. Optional SpillGuard domes for areas without coverage are $99 each.
$399 + $199/mo
For a single store, restaurant or ward.
$399 + $299/mo
For larger stores, hospitals and warehouses.
Custom
For multi-site chains and health systems.
Indicative launch pricing in USD, excluding taxes and shipping. Final pricing is confirmed before any balance is charged.
Illustrative estimates based on internal modelling and typical deployments; not measured results. Actual outcomes depend on site conditions and usage.
Target milestones. We will email reservation holders and pilot partners as they change.
Q4 2026
2027 Pilot Program applications open; reference hardware running on customer RTSP cameras
Q1 2027
Pilot deployments at selected sites; model fine-tuning on site data
Q1 2027
EVT / DVT hardware builds, thermal and 24/7 reliability testing
Q2 2027
General availability and first production shipments of SpillGuard AI
Q3 2027
Additional hazard classes (blocked exits, smoke) planned via software update
2027 Pilot Program
Pilot partners get early hardware, direct engineering support and preferential launch pricing. Tell us about your site and cameras.
How the pilot program worksA member of the IEMI Labs team will reply within two business days.
No. Applying is free and carries no obligation. If you want to hold a pilot slot, you can place an optional $49 deposit. It is fully refundable any time before shipment — email [email protected] or use the refund link in your confirmation email — and it is credited in full against your purchase if you go ahead.
Yes. Video is analysed on the camera or edge box and is not streamed to the cloud. Only alerts with a single snapshot are sent to staff, and snapshots can be blurred to hide faces.
Yes, if they view the floor at a reasonable angle and provide an RTSP or ONVIF stream. Where coverage is missing, add a SpillGuard dome.
Each camera learns its normal floor appearance and confirms detections over several seconds, which filters reflections, shadows and cleaning staff. Pilot sites help us tune sensitivity per zone.
Domes mount on the ceiling with a single PoE cable. Existing cameras are added in the web setup wizard. Most stores are live within a day.
Ethernet with PoE or Wi-Fi 6, plus an internet connection for app alerts. Relay outputs work locally even if the internet is down.
We are planning a 2-year limited hardware warranty covering manufacturing defects, with advance replacement for pilot and business customers. Final warranty terms will be published before shipping begins.
A palm-sized edge box that plugs into your existing parking cameras.
From $499 per edge box (waived on a 12-month plan)
PilotA rugged box the size of a paperback that links to your loading-dock cameras.
From $990 per 2-door kit (waived on a 12-month plan)
PilotA tiny cube camera that clips onto a shop shelf or ceiling.
From $299 per camera
PilotSpillGuard AI
From $399 · Ships Q2 2027