Updated on 12 November 2026
Edge AI Hardware for Predictive Maintenance & Quality Inspection
Founder & CEO | Electronics Hardware & PCB Design | PCB Must at PCB Must Innovations Private Limited
Meerut, India
About
We help manufacturers, machine builders and technology companies bring artificial intelligence directly onto their equipment with custom edge AI hardware: compact, low-power boards that process data on the device, with no cloud dependency, lower latency and better data privacy.
What we deliver
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Custom embedded hardware based on Arduino Nicla-class modules, STM32, NXP and Nordic platforms
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Sensor integration: vibration, acoustic/sound, temperature, current, IMU and camera modules
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On-device AI for anomaly detection, predictive maintenance, voice/sound analytics and vision-based quality inspection
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Connectivity: BLE, Wi-Fi, LoRaWAN, Ethernet, with integration into MES/SCADA or cloud platforms via MQTT, Modbus or OPC UA
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Full development cycle: feasibility, circuit and PCB design, firmware, prototyping, testing, DFM/DFT and manufacturing support
Typical use cases
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Early detection of motor, bearing or pump failures
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Acoustic monitoring of machines and production lines
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Low-cost visual inspection at the edge
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Retrofitting legacy machines with smart sensing
Who we want to meet
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Manufacturers and plant operators planning predictive maintenance or quality pilots
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Machine builders and OEMs who want to embed AI in their products
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Software/AI companies needing a hardware partner to deploy their models
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Research institutions and consortia working on Industry 4.0 projects
Open to co-development, pilot projects and long-term supply partnerships.
Type
- Development
- Consulting
- Manufacturing
- Others
Organisation
Similar opportunities
Service
Industrial IoT Sensor Nodes for Smart Factories
- Others
- Consulting
- Development
- Manufacturing
Avi Gupta
Founder & CEO | Electronics Hardware & PCB Design | PCB Must at PCB Must Innovations Private Limited
Meerut, India
Project cooperation
Hardware Partner for Horizon Europe / EU Projects in Smart Manufacturing
- Early
- Planning
- Research
- Execution
- Technical
- Financing
- Sales/Distribution
Avi Gupta
Founder & CEO | Electronics Hardware & PCB Design | PCB Must at PCB Must Innovations Private Limited
Meerut, India
Service
Retrofit Electronics for Legacy Machines
- Others
- Consulting
- Development
- Manufacturing
Avi Gupta
Founder & CEO | Electronics Hardware & PCB Design | PCB Must at PCB Must Innovations Private Limited
Meerut, India