Computer Vision Systems, Proven in Production

Real-world AI, Computer Vision, and embedded IoT deployments operating under demanding industrial constraints. Examine the challenge, technical architecture, and verified business impact behind 25 production systems.

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120+
Production Systems Shipped
50+
Global Enterprise & PSU Clients
2–4 Wks
Architecture & PoC Sprint Velocity
100% IP
Full Source & Weights Handover

Production Pedigree

Trusted Across Heavy Rail, Automotive Manufacturing, Healthcare & Global Logistics

Bharat Heavy Electricals Limited (BHEL) Indian Railways Aditya Birla Group
ISO 27001:2022 Certified
ISO 27001 & 9001
Certified Studio
Edge AI for Real-Time Driver Fatigue and Drowsiness Detection
Transportation & Logistics
Computer Vision • AI & ML

Edge AI for Real-Time Driver Fatigue and Drowsiness Detection

Enhancing road safety for a leading logistics fleet, AdaptNXT deployed a ruggedized Edge AI solution monitoring driver behavior in real-time. Utilizing Infrared cameras and Computer Vision, the system detects fatigue indicators like yawning frequency and eyelid closure. It provides immediate in-cabin audio alerts while notifying the centralized control room, resulting in a massive 65% reduction in safety incidents.

65% Reduction in Fatigue-Related Safety Incidents
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Repeatable Engineering Execution

How We Adapt Proven Architectures to Your Environment

You don't start from a blank whiteboard. We bring pre-tested edge vision pipelines, telemetry brokers, and domain modules—then engineer the custom last mile for your operations.

01

48-Hour Architecture & Feasibility Audit

Share your camera RTSP specs, PLC register maps, or legacy workflow bottlenecks. Our principal architects benchmark your constraints against our past deployments and deliver a concrete system blueprint.

02

2–4 Week Calibrated PoC Sprint

We validate accuracy, latency, and hardware reliability on your real data or shop-floor environment before committing to full-scale rollout—de-risking capital expenditure early.

03

Production Rollout & 100% IP Handover

Full integration into your ERP/MES/WMS, automated drift and uptime monitoring, complete operational runbooks, and 100% transfer of source code, schematics, and trained weights.

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Frequently Asked Questions

How we validate ROI, protect client confidentiality under NDA, and adapt proven reference architectures to your stack.

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Every case study on this page documents a live production system engineered and deployed by AdaptNXT—ranging from trackside railway thermal scanners and 2,500-truck Edge AI vision fleets to ABDM-compliant healthcare EMRs and air-gapped enterprise LLM agents.
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Book a 20-minute technical session to review how we can adapt our proven AI, Computer Vision, or IoT architectures to your operational constraints.

Case Study Architecture & Scoping

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Speak directly with a Principal AI or IoT Architect. Get a tailored reference architecture and scoping estimate within 48 hours.

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