Edge AI Solutions

AI at the Edge, Real-Time Intelligence

Industrial IoT & AI: The Future of Smart Operations

At Firmcraft Technologies, we provide state-of-the-art Edge AI solutions that enable real-time decision-making, enhanced security, and optimized performance. By processing data locally, our solutions reduce latency, lower bandwidth costs, and improve system efficiency for various industrial and smart applications.
AI Model Deployment

We specialize in deploying AI models optimized for edge computing environments, ensuring efficient processing with minimal hardware requirements. Our deployment strategies maximize performance while maintaining accuracy.

Key Features::

Model Optimization – Quantization, pruning, and compression for edge inference

Multi-Platform Support – TensorFlow Lite, ONNX, OpenVINO, and custom AI runtimes

Hardware Acceleration – Leverage NPUs, GPUs, TPUs, and FPGAs for AI inferencing

Security & Encryption – Secure AI model execution to prevent tampering

Edge Computing Solutions

We build high-performance edge computing solutions that process critical data on-premise, reducing reliance on cloud infrastructure. Our solutions cater to industrial automation, predictive maintenance, and security applications.

Key features:

Real-Time Processing – Reduce latency and enable instant insights

Industrial IoT Integration – AI-driven automation and predictive maintenance

AI at the Edge – On-device inference without cloud dependency

Low-Power Computing – Optimize processing for microcontrollers and SBCs

Custom AI Model Training

One-size-fits-all AI models don’t always work for specialized applications. We provide custom AI model training for specific use cases in healthcare, industrial IoT, automotive, and smart home automation.

Key features:

Data Collection & Preprocessing – Preparing datasets for high-accuracy training

Model Fine-Tuning – Optimizing AI models for targeted applications

Transfer Learning – Adapting pre-trained models for industry-specific use

Continuous Learning – AI models that improve over time with real-world data

Low-Power AI Processing

Our expertise in low-power AI enables energy-efficient inference on edge devices without sacrificing performance. We optimize AI models and hardware acceleration to achieve real-time results on constrained systems.

Key features:

AI optimization for low-power microcontrollers & SBCs

Efficient AI inference on ARM, RISC-V, and DSP platforms

Battery-powered AI applications for IoT and wearables

AI acceleration using NPUs, GPUs, and TPUs

AI-Based Vision Systems

We integrate AI-powered computer vision solutions for industrial automation, surveillance, and quality control. Our vision systems analyze video feeds at the edge for instant insights and automation.

Security includes:

Facial Recognition & Biometric AI – Advanced identity verification

Defect Detection in Manufacturing – AI-powered quality control

Video Analytics for Surveillance – Automated monitoring & alerting

Gesture & Motion Tracking – AI-powered human interaction detection

Secure & Scalable AI Infrastructure

As AI adoption increases, security and scalability are crucial. We design secure AI solutions with encrypted data processing, secure boot mechanisms, and OTA (Over-the-Air) updates.

Enable secure over-the-air updates for IoT devices:

Secure Boot & Encrypted AI Model Execution – Prevent unauthorized access

Federated Learning – Privacy-focused AI training on distributed devices

Remote AI Model Management – Update and monitor AI models securely

Cloud-Edge Hybrid AI – Seamless integration with cloud-based AI analytics

Why Choose Our Edge-AI Solutions?

End-to-End AI Services - From model training to real-world deployment

AI Optimization Experts - Deploy AI models with minimal power and latency

Seamless IoT & AI Integration – Works with IIoT, home automation, and edge devices

Real-Time & Secure AI – Low latency, high efficiency, and encrypted AI execution