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Network Field Repairs, From a Call Back to Base to an On-Site Answer

How field technicians resolve network-equipment issues at remote sites using an offline edge-vision agent instead of calling back to a control room for schematics.

Large Telecommunications & Technology Enterprise·India·10–14 Week Rollout Pattern

The Challenge

Field technicians servicing network equipment at remote towers and exchanges often work in locations with poor or no connectivity, where the schematics, diagnostic checklists, and troubleshooting history for that specific equipment live back at a control room, not in the technician's hands. Today that means a radio or phone call back to base, someone there pulling up the right document, and relaying it verbally — slow, error-prone, and impossible where there's no signal at all.

“A schematic that only exists back at the control room isn't useful at a tower with no signal. The agent has to live on the technician's head, not on a server they can't reach.”

The Solution

Powered byIkshina →

The Ikshina Field Support Agent runs entirely on-device on a wearable headset, recognizing the equipment a technician is looking at and overlaying the relevant schematic, checklist, or diagnostic gauge directly onto their field of view — with zero round-trip to any server, because there may not be one to reach. Technicians can query it hands-free by voice for the next checklist step without touching a phone or radio.

This isn't a lookup against a fixed manual — the agent has to interpret what it's actually looking at, decide what's relevant, and surface it, entirely on-device, with no network connection to fall back on for reasoning it can't do locally. That's a perception-and-decision loop running under a hard offline constraint, not a static reference app.

On-device equipment recognition, no network dependency
Real-time HUD overlay of schematics and diagnostic checklists
Hands-free voice queries for checklist steps
Fully functional in zero-connectivity remote sites

What This Pattern Typically Delivers

Technicians get an answer at the equipment instead of a callback from base, and the agent behaves identically whether the site has full signal or none at all.

[READY_TO_DEPLOY]

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