AI/ML Model Development & Optimization

We build high-performance, hardware-optimized AI and ML models tailored for real-world applications. Our approach includes full-cycle development, from data preparation to deployment, focused on efficiency, accuracy, and real-time performance.

AI/ML Key Competencies

Custom model design for vision, NLP, control systems, and anomaly detection
Model compression: pruning, quantization, and knowledge distillation
Optimization for edge deployment: TensorRT, TVM, OpenVINO, ONNX Runtime
Frameworks: TensorFlow, PyTorch, Scikit-learn, XGBoost

Tools & Platforms

NVIDIA TensorRT

Jetson

DeepStream

ONNX Runtime

Intel OpenVINO

PyTorch

TensorFlow

Hugging Face

Keras

AWS SageMaker

Azure ML

Google Vertex AI

Industries we service

Telecom & Network Infrastructure

From strategy and embedded systems to cloud solutions and platform security, we help bring your vision to life. We provide technology development services across the entire delivery platform.

Edge & Embedded Computing and Data Processing

We design and deliver robust edge computing solutions that enable real-time data processing, intelligent decision-making, and seamless integration across embedded platforms.

Automotive & Smart Mobility

We develop advanced embedded and AI solutions that power safer, smarter vehicles and next-generation mobility platforms.

Industrial Automation & IIOT

We support Industry 4.0 with secure, intelligent devices and systems—offering end-to-end product development from concept to deployment.

Energy Systems

We partner with energy technology providers to develop intelligent solutions that optimize resource management and accelerate digital transformation.

Healthcare & Medical Devices

With deep expertise in embedded healthcare technologies, we support your journey from strategy and proof of concept through to scaling and implementation—turning your ideas into impactful solutions.

What some customers say

S5* Systems is now ReliqAI

“I wouldn’t hesitate to hire S5* Systems in other Telular project — time and time again S5 team showed that they didn’t just care about their bottom line, but Telular’s continued success. I recommend S5 Systems’ to any company that needs to reduce time-to-market of their products.”

Sean Stewart

Software Engineering

“S5 brings together significant expertise on embedded platforms over a range of domains – Linux, RISC processors and Java VMs. They helped us expand our product offerings on to new platforms while helping improve performance of the virtual machine. I would happily recommend them to anyone looking for embedded systems expertise”

Regi Roy

Espial

“Second project was when I contacted S5* to do PV work. .. The result was a very thorough job impressively documented at a very reasonable price. Furthermore the work was done on schedule, to the day, despite the fact that the job was nearly complete by the time the Mitel process got the contract straightened out demonstrating that S5 is willing to accept reasonable risk without finger pointing to meet commitments”

Graham Thomson

Mitel