IoT and NVR Camera Data in One Live Monitoring Dashboard by Ahmad MuhyidinIoT and NVR Camera Data in One Live Monitoring Dashboard by Ahmad Muhyidin
IoT and NVR Camera Data in One Live Monitoring DashboardAhmad Muhyidin
Goal: the data your devices or cameras produce, visible to the people who act on it.
I connect one device or NVR source (the recorder that stores your footage) to a monitoring app. I designed the system that connects a bus operator's onboard NVR cameras to an AI-assisted audit workflow, with passenger counting running in production.
Starter: one device source or protocol, up to 3 test devices, a live status screen, reconnect handling. No video or AI.
Standard: up to 5 devices or camera channels, 3 screens, health status plus snapshots or one compatible video stream.
Advanced: adds one pipeline using an existing AI model or API, a human review queue and an event audit trail.
Not included: hardware, installation, firmware, model training, accuracy guarantees, fleet-wide rollout.
Done when:
the test devices show live status and recover after a disconnect;
from Standard, snapshots or the stream show per agreed channel;
in Advanced, processed events reach the review queue and reviews are logged;
you have the source, checks and setup notes.
Packages: Starter $550, Standard $1,400, Advanced $2,550.
Goal: the data your devices or cameras produce, visible to the people who act on it.
I connect one device or NVR source (the recorder that stores your footage) to a monitoring app. I designed the system that connects a bus operator's onboard NVR cameras to an AI-assisted audit workflow, with passenger counting running in production.
Starter: one device source or protocol, up to 3 test devices, a live status screen, reconnect handling. No video or AI.
Standard: up to 5 devices or camera channels, 3 screens, health status plus snapshots or one compatible video stream.
Advanced: adds one pipeline using an existing AI model or API, a human review queue and an event audit trail.
Not included: hardware, installation, firmware, model training, accuracy guarantees, fleet-wide rollout.
Done when:
the test devices show live status and recover after a disconnect;
from Standard, snapshots or the stream show per agreed channel;
in Advanced, processed events reach the review queue and reviews are logged;
you have the source, checks and setup notes.
Packages: Starter $550, Standard $1,400, Advanced $2,550.