Argus

Know if there's a free spot before you drive over

Cameras + AI count free parking spaces every 5 minutes, automatically. Residents check live availability from any phone. No app, no account.

See how it works
0.93
mAP · AI accuracy
<3s
per-frame detection
5 min
update cycle
~€4
/ month · full stack
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How it works

Three steps, fully automated

Camera

A snapshot from any existing IP camera, every 5 minutes, over RTSP, HTTP or MJPEG. No new hardware.

AI counts the cars

A vision model, trained on real parking footage, counts vehicles in each zone and works out what's free.

Residents get the answer

Live status appears in a simple Telegram bot, and residents can subscribe for a ping the moment a space opens up.

Live demo · Buzău, Romania

One Telegram bot, two real views

Residents check free spaces in seconds. Managers see status, cameras and alerts in the same familiar chat.

Resident view: open Telegram, choose a lot, get the live answer.
Residents
9:41
P
Parking Monitor
online
today
/start
17:42
Select a parking lot:
Buzău · Piața Daciei
Buzău · Str. Unirii 12
Buzău · Bd. Independenței
Demo only tracks Piața Daciei
17:42
Buzău · Piața Daciei
17:42
Buzău · Piața Daciei
● Free: 5 of 9
17:43 · updates every 5 min
🔔 Notify when free
🔄 Refresh
👁 Watch online
Directions
17:43
Live camera · Piața Daciei
livecam · Piața Daciei
17:43
Today's occupancy 06 09 12 15 18 21 Busiest around 18:00 · updates every 5 min
17:44
A spot is free!Buzău · Piața DacieiFree: 6 of 9
📍 View
Directions
Unsubscribe
18:15
Directions
18:16
Route to Piața Daciei
🗺️ Open in Google Maps
🧭 Open in Waze
≈ 4 min drive · 1.1 km
18:16
🔄 Restart
📊 Today's occupancy
📍 Directions
Admins
9:41
A
Parking Admin
managers only
/status
17:55
Overviewonline8/10occupied2 free spotsPeak today9/10Updated2 min ago
17:55
/cameras
17:56
Cameras4/5 onlinePiața DacieionlineCentruonlineParc CrângonlineGarăonlineBd. Uniriireconnecting
17:55
/today
17:56
Todayoccupancy / 100609121518921
17:55
/forecast
17:57
Forecastnext hoursnowLikely full by ~18:30Free at 14:00 ≈ 5 spotsForecast confidence 86%
17:55
⚠ Camera offline14:32 → restored 14:40Auto-recovered · 8 min downtime
14:40
📊 Overview
⚠ Alerts
📷 Cameras
📈 Today
🔮 Forecast
Who it's for

Parking uncertainty costs everyone

Any existing camera becomes live occupancy data for every stakeholder who needs it.

Residents
"Is there a spot right now?"
Free spaces in 10 seconds
Property managers
"How busy is the lot right now?"
Real-time data, zero effort
Municipalities
"Does this need new hardware?"
Any IP camera works
Shopping centres
"Visitors circling the lot?"
Inform them before arrival
Roadmap

What's next

Shipped
✓
Model accuracymAP 93%, up from 86%
✓
Self-healing uptimeauto-recovers from camera outages
✓
One-click updatessafe, checked deployments
✓
Live in production5 cameras, one city, since Feb 2026
⟳
Per-slot detectionfixes occlusion and coverage edge cases
⟳
Automated data pipelineauto-labels new footage for retraining
ArgusOpen-source parking occupancy from any camera
GitHub · coming soon [email protected]