No. A2Pulse serves smart cities, state and national programmes, PSUs, enterprises, and campus-scale operators. The same build patterns apply wherever infrastructure, safety, and transport need a unified view.

Yes. Most programmes begin with a high-impact corridor or department — transport, safety, or command — then widen integrations as governance and budgets align.

We design around your current estate — encoders, VMS, and network constraints — and place inference where latency and bandwidth make sense, with central policy and model lifecycle management.

Deployments can be aligned to sovereign, isolated, or hybrid models. Edge components can run with limited or intermittent connectivity while the core stays authoritative for analytics and reporting.

Your teams own day-to-day operations. A2Pulse provides training, documentation, and structured handover — and can support evolution through agreed service models.