SpillGuard AI
A small ceiling-mounted camera that watches shop and warehouse floors.
- Spots spills and debris in seconds
- Detects when someone falls
- Alerts the nearest staff member
From $399 per edge box
PilotTurn existing CCTV into live parking occupancy and enforcement
Software: $149–$299 per month per site
Pilots are scheduled from Q1 2027, ahead of general availability (Q2 2027). The pilot fee is refundable until installation and credited in full to your first invoice.
Real-time 3D render · drag to rotate · final design may vary
What it is
A palm-sized edge box that plugs into your existing parking cameras.
What it does
Who it's for
Apartments, hotels, offices, malls, hospitals and airports with car parks.
Look inside
Keep scrolling: it opens up in real time to show the parts that do the work.
Overview
ParkSense AI is a fanless 12 cm edge box that connects to the CCTV cameras you already have and turns them into a real-time parking occupancy and enforcement system. It detects and tracks vehicles, maps every space, reads plates where permitted, and flags overstays and unauthorised parking — all on-device.
The problem
Most car parks at apartments, hotels, offices and malls have cameras but no idea which spaces are free, who is overstaying or who should not be there. Ground sensors cost $150–300 per bay to install and maintain, manual patrols are slow, and drivers waste time circling. Revenue leaks through overstays and unpaid parking.
Show live free-space counts per level or zone on signage, apps and dashboards.
Track how long each vehicle has been in a bay and alert staff when time limits are exceeded.
Flag vehicles in reserved, EV-charging, accessible or residents-only bays using plate allow-lists.
Automate resident and visitor permits with plate-based access lists instead of stickers.
Understand peak demand, dwell time and turnover to price and staff parking better.
Monitor staff, short-stay and truck-waiting areas for congestion and misuse.
Plug ParkSense into your network and add existing IP cameras by RTSP; no new cameras or ground sensors needed.
Draw or auto-detect bays and zones once in the setup wizard.
On-device models detect vehicles, track them across frames and read plates where enabled.
Overstays and violations trigger alerts to staff by app, email, webhook or signage within seconds.
The dashboard shows live occupancy, history, turnover and violation reports per site.
In the app
The ParkSense dashboard shows a live map of every bay, alerts and analytics across all your sites, with a staff mobile app for enforcement.
Vehicle parked 3h 12m, limit 2h
Non-resident vehicle in reserved bay
Occupancy passed 75% threshold
Feed restored after 38 s dropout
Runs on-device · Hailo-8L
Detects cars, vans, motorcycles and trucks and tracks them across frames and cameras.
Model: YOLO11-s + ByteTrack
Detects and reads plates in multiple regional formats, entirely on-device.
Model: YOLO11-n plate detector + PaddleOCR (PP-OCRv4)
Classifies each mapped bay as free or occupied, robust to shadows and partial occlusion.
Model: MobileNetV3 bay classifier + polygon zones
Applies time limits, permit lists and zone rules to tracked vehicles.
Model: Rules engine on tracking events
Forecasts occupancy by hour and day from history.
Model: LSTM time-series model (cloud dashboard)
Targets for production units. Subject to change during development.
| AI processor | Hailo-8L (13 TOPS) or NVIDIA Jetson Orin Nano 8 GB |
|---|---|
| Camera | Uses existing IP / CCTV cameras over RTSP (ONVIF supported) |
| Connectivity | Gigabit Ethernet ×2 · Wi-Fi 6 · Optional 4G LTE · RS-485 / relay output for signage and barriers |
| Power | 10–15 W fanless; 12 V DC or PoE+ (802.3at) |
| Enclosure | Fanless aluminium heat-sink chassis, wall / DIN / rack mount |
| Dimensions | 12 × 12 × 4 cm |
| Weight | ~650 g |
| Ingress rating | IP40 (indoor); IP65 outdoor enclosure option |
| Processor | Hailo-8L (13 TOPS) / Orin Nano 8 GB |
|---|---|
| Cameras | 8–16 per box (RTSP / ONVIF) |
| Resolution | Up to 4K input streams |
| Detection | Vehicles, plates, bay occupancy |
| Alert latency | < 2 s from event |
| Ethernet | 2× Gigabit |
|---|---|
| Wireless | Wi-Fi 6, optional 4G LTE |
| I/O | RS-485, 2× relay out |
| APIs | REST, MQTT, webhooks |
| Power | 10–15 W, 12 V DC or PoE+ |
|---|---|
| Cooling | Fanless |
| Size | 12 × 12 × 4 cm |
| Operating temp. | −20 °C to 55 °C |
| Processing | On-device; only events and metadata leave the box |
|---|---|
| Storage | 128 GB eMMC for events and snapshots |
| Plate data | Configurable retention and hashing |
| Updates | Signed over-the-air updates |
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

NVIDIA Jetson Orin module
Higher-power option for large sites and robots
Photo: 4300streetcar,CC BY 4.0, 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 ParkSense dashboard shows a live map of every bay, alerts and analytics across all your sites, with a staff mobile app for enforcement.
Hardware: $499 per edge box (waived on a 12-month plan)
Software: $149–$299 per month per site
Runs on your existing CCTV. The $499 edge box is waived when you choose a 12-month plan. Start with a 30-day paid pilot for $99, credited in full to your first invoice.
Start here
Prove the overstay and occupancy numbers on your own lot before you commit.
Refundable until installation
$149/mo
For hotels, apartment blocks and small car parks.
$299/mo
Adds plate recognition and evidence export.
Custom
For operators, campuses and management companies.
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 ParkSense AI
Q3 2027
Demand forecasting and dynamic pricing insights in the dashboard
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.
Applying is free and carries no obligation. When you are ready, you can book a 30-day paid pilot for $99. We connect an edge box to up to 8 of your existing cameras and send you an occupancy and overstay report at the end. The fee is fully refundable until your pilot hardware is installed, and it is credited in full to your first invoice if you continue.
In most cases, yes. ParkSense works with IP cameras that provide an RTSP or ONVIF stream. During pilot onboarding we review your camera positions and suggest adjustments if a bay is not visible.
Yes. Video is analysed on the box and never streamed to the cloud. Only events and metadata (for example occupancy counts, or plate reads where you enable LPR) are sent to the dashboard. Plate retention is configurable to meet local privacy rules.
Mount the box near your NVR or network switch, connect power and Ethernet, and add cameras in the web setup wizard. A typical site is configured in under two hours.
A local network connection to your cameras and an internet uplink for the dashboard — Ethernet, Wi-Fi or the optional 4G module. If the internet drops, the box keeps working and syncs later.
ParkSense AI is in development. Specifications shown are target specifications and may change as we complete engineering validation. We are targeting a Q2 2027 ship window and will email reservation holders with every major milestone.
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 small ceiling-mounted camera that watches shop and warehouse floors.
From $399 per edge box
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 smart recycling bin with a camera that opens the right lid for you.
From $399 per unit
PilotParkSense AI
From $499 · Ships Q2 2027