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AI engineered for the physical world.

Softwires builds AI systems that monitor transformers, inspect bridges, screen for cancer, and detect fraud — deployed in production across India and beyond.

FEATURED · ENERGY

Real-time monitoring across 8,000 distribution transformers.

iDTRM is a GPRS-connected distribution transformer monitoring system deployed across central India's power network. Each installed DTR pushes load, voltage, and fault data to a central platform every five minutes — surfacing transformer health before consumers notice a failure. The system pre-warns grid operations teams of overloading, phase imbalances, and incipient faults, compressing the detection cycle from days of manual inspection to sub-hourly automated alerts.

iDTRM dashboard — geo-tagged Madhya Pradesh transformer map with live KPI tiles and voltage time-series chart

0 min

Refresh interval

0 days

Load survey retention

0.0

Accuracy class

0/7

Monitoring

We don't ship demos. We ship systems.

We work where the cost of failure is not a rollback and a post-mortem. It is a blackout, a misdiagnosis, a bridge that does not get inspected. Our systems earn their place by running reliably in environments where downtime has physical consequences.

Our AI lives next to hardware — in substations, on drones, inside hospital networks. Regulated environments with real compliance requirements. We do not get to move fast and break things. We move deliberately and build things that last.

We measure ourselves by uptime and accuracy, not engagement metrics. A model that scores 0.92 F1 in the lab but fails in a monsoon is not a model we ship. We test where the system will live, not where it was trained.

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