IoT Development for Retail

IoT projects fail on connectivity, not on sensors. Indian plants and remote sites lose network regularly, so local buffering and store-and-forward are the baseline rather than a refinement.

In retail, store-level data is noisy and channels are usually not integrated. That single fact reshapes how iot development has to be built here, the guardrails, the approval points and the evidence trail are design inputs rather than things bolted on before go-live.

The workload we are most often asked to take on first is shrinkage detection, usually integrated against CRM. Every engagement opens with a measurement: the cycle time, the cost per transaction, or the error rate we are being asked to move.

Multi-model by default, so a provider outage is a routing decision rather than an incident. You own the code, the models where they are open-weight, and the documentation to run it without us.