Independent Edge AI PoC · Vendor evaluation · Overseas technical positioningContact: jacky@site-ai-gateway.com
Vendor Evaluation

How to evaluate an edge AI hardware vendor.

A good vendor is not only a datasheet. For field projects, evaluate camera compatibility, local inference, evidence, APIs, security posture, documentation and support workflow.

DimensionQuestions to ask
Hardware capabilityWhat video inputs, interfaces, storage, thermal design and deployment environment are supported?
Software stackWhich OS, SDK, model runtime, update mechanism and monitoring tools are available?
Model deploymentHow are YOLO or custom models converted, tested, updated and rolled back?
Camera compatibilityDoes it support your existing RTSP cameras under real network conditions?
Event evidenceWhat snapshot, short clip, timestamp, rule name, confidence and log data are stored?
Integration APIDoes the system support HTTP/MQTT/WebSocket, retries, authentication and stable event schemas?
Security postureHow are local processing, default credentials, firmware updates, logs and vulnerability response handled?
Support processWho helps during PoC, deployment, debugging, model updates and long-term maintenance?
Technical Review

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