Estimate deployment cost for edge AI systems

Estimate total infrastructure cost for edge AI camera deployments. Configure accelerator, module count, storage, power, and networking to get an itemised bill of materials with cost per camera and annual energy cost.

// Configuration

Workload
Scenario
Retail Analytics
Industrial Inspection
Smart City / Traffic
Security / Surveillance
Robotics / Autonomous
Agriculture / Remote
Smart Infrastructure
Medical / Healthcare
Task
Classification
Object Detection
Segmentation
Pose Estimation
Multi-Model Pipeline
Cameras
1
2
4
8
16
32
Resolution
720p
1080p
4K
FPS
5 fps
10 fps
15 fps
30 fps
Retention
1
7
30
90
365
Environment
Indoor / Controlled
Industrial / Factory
Outdoor / Sheltered
Outdoor / Exposed
Mobile / Vehicle
Lifetime
1 year
3 years
5 years
7 years
Energy Rate
$0.08/kWh (low)
$0.12/kWh (US avg)
$0.20/kWh (high)
$0.35/kWh (EU/premium)
Infrastructure
Power
Mains / AC Power
PoE Network Switch
Battery / Solar
UPS Backed Mains
Camera Interface
PoE 802.3af (15.4W/port)
PoE+ 802.3at (30W/port)
PoE++ 802.3bt (90W/port)
USB cameras
No cameras / standalone
Platform
Jetson
Coral
Hailo
Streams/Module
1
2
4
8
// X streams needed → Y nodes required
Advanced Configuration
Module
Modules/Node
1
2
4
Storage Drive
No local storage
SD Card
NVMe 256 GB
NVMe 512 GB
NVMe 1 TB
NVMe 2 TB (TLC)
NVMe 2 TB (QLC)
NVMe 4 TB
NVMe 8 TB
HDD 8 TB Surveillance
HDD 16 TB Surveillance
Network Uplink
No uplink hardware
Gigabit uplink switch
10G SFP uplink
PSU Type
None / use existing rail
Desktop PSU (ATX)
DIN Rail PSU
PoE-integrated PSU
UPS Type
No UPS
Small UPS (650VA)
Mid UPS (1500VA)
Large UPS (3000VA)
Enclosure
No enclosure
Indoor enclosure
Outdoor IP67
DIN rail mount kit
Cooling
Passive / fanless
Active fan kit
Liquid cooling kit
Cabling
None
Basic (Cat6 + patch leads)
Standard (Cat6A + conduit)
Full install kit
// Configure your deployment above, then click to calculate

What this calculator estimates

This tool provides a planning-grade bill of materials for the infrastructure layer of edge AI deployments. It covers:

  • Compute: accelerator module(s), carrier board (Jetson only)
  • Storage: local NVMe or SD card per node
  • Networking: PoE switch, uplink hardware
  • Power: PSU, UPS (optional)
  • Enclosure & accessories: mounting, cooling, cabling

Not included by design: Camera hardware (see note below), software licenses, cloud costs, installation labour, or host system costs for Coral/Hailo configurations.

Camera hardware not included. Typical PoE IP cameras range from $80–$200/unit depending on resolution (1080p vs 4K), housing type (standard vs compact), and vendor. This estimate is US market, Q1 2025, single-unit quantities. Actual cost varies by supplier, volume discounts, and region.

For a more comprehensive deployment analysis including detailed performance benchmarks and step-by-step sizing across all subsystems, use the Full Deployment Planner.

How costs scale with camera count

The table below shows how total BOM cost and cost per camera change as you add cameras to a standard configuration (Jetson Orin Nano Super, 4 streams/module, 1 module/node, NVMe 256GB, PoE af unmanaged switch, desktop PSU, no UPS or enclosure). Verify these values match the calculator output for this configuration:

Cameras Nodes Total BOM Cost/Camera
// Jetson Orin Nano Super · 4 streams/node · NVMe 256GB · PoE af unmanaged · desktop PSU · no UPS or enclosure. Verify against calculator.

Frequently asked questions