Define site needs
Confirm camera counts, resolution, frame rate, model size and latency; distinguish offline analysis from real-time inference.

Plan around models, video inputs and the realities of the deployment site.
Hardware and application reference imageryConfirm camera counts, resolution, frame rate, model size and latency; distinguish offline analysis from real-time inference.
Assess accelerators, decoding, model formats and system resources rather than choosing on TOPS alone.
Check network, storage, power and temperature limits. Industrial suitability needs model-specific evidence.
Plan updates, outages, event logging and access controls; test false positives and negatives in representative conditions.
This is an architecture planning approach, not a completed case study or performance commitment. Agree software, equipment and service scope per project.
Applications and models, data scale, user or node counts, latency and throughput goals, existing resources, budget and site constraints. Existing measurements help narrow the shortlist.
Discuss selection, bills of materials, samples and procurement on a project basis. Model availability, implementation, installation and validation scope require agreement after requirements review.
Discuss your technical requirements ↗