AI & IT · EDGE

Edge AI

On-device intelligence for low-latency, privacy-preserving, offline-capable workloads.

GBCORP Edge AI — on-device AI engagements for industrial, mobile, and IoT contexts. Local inference where latency, privacy, or connectivity rule out cloud-only architectures. Model optimization + hardware selection + deployment ops.

Sub-100ms local inference
Privacy: data never leaves device
Works offline / poor connectivity
Hardware-vendor neutral

Pilot priceFrom $28,000Scoped pilot — hardware billed at cost

Delivered on order · work starts within 1 business day

SKU IT-EDGE

✓ GBCORP brand — custom engineering ✓ 17 countries · 4 continents ✓ Project-grade quality

Key advantages

Use-case fit assessment

Not everything belongs at the edge. We map which workloads need on-device inference (latency, privacy, offline) versus cloud (model size, training, monitoring) — honestly.

Model optimization

Quantization, pruning, distillation, and compiler optimization (TensorRT, ONNX Runtime, CoreML, TFLite). 10× size and latency reductions typical without quality loss.

Hardware selection

Jetson, Coral, Snapdragon, Hailo, custom ASIC — we pick by workload requirements, not by partnership. Spec sheets demystified, BOM economics modeled.

Deployment & over-the-air updates

Fleet management for 100s to 100,000s of devices. OTA model updates with rollback. Telemetry, drift monitoring, and remote diagnostic.

Industrial integration

Camera systems, sensor pipelines, PLC integration, and existing OT systems. Designed to work alongside your existing operational technology.

Engagement details

Target hardware	Jetson, Coral, Snapdragon, Hailo, custom embedded
Inference runtime	TensorRT, ONNX Runtime, CoreML, TFLite, custom
Engagement type	Discovery / Optimization / Deployment / Operations
Team	ML engineers, embedded engineers, deployment ops
Typical duration	8–20 weeks from discovery to production
Fleet scale	10 to 100,000+ devices supported
Updates	OTA with rollback, drift monitoring
Privacy posture	On-device by default, no cloud round-trip required
Pricing	From $28,000

Applications

Industrial inspection and quality control
Retail computer vision (in-store analytics)
Autonomous vehicles and robotics
Healthcare devices and diagnostics
Smart cameras and security systems
Mobile apps with on-device intelligence

Why GBCORP

Hardware-vendor neutral — recommendation matches workload
Honest about cloud-vs-edge trade-offs
Production ops, not just optimization tricks
Fleet operations at scale
Cross-industry experience

Ideal for

CTOs of industrial / IoT companies
Product leaders building on-device AI features
Operations leaders scaling embedded deployments
Privacy / regulated industries (healthcare, finance)

Request a custom quote

Every project is custom-engineered. Tell us about your application and a GBCORP Performance Consultant will respond with a tailored proposal — typically within one business day.