Case Studies

Read all about our successful projects!

Each case study below documents an R&D engagement we owned end-to-end — with failure modes, trade-offs and measured outcomes visible, not just the headline result. They span computer vision, GPU performance engineering, generative AI and life-sciences AI work delivered for international clients.

Case Study: CloudRF  Signal Propagation and Tower Optimisation

Case Study: CloudRF  Signal Propagation and Tower Optimisation

15/05/2025

See how TechnoLynx helped CloudRF speed up signal propagation and tower placement simulations with GPU acceleration, custom algorithms, and…
Case Study: Large-Scale SKU Product Recognition

Case Study: Large-Scale SKU Product Recognition

10/12/2024

Hierarchical SKU classification using DINO embeddings and few-shot learning — above 95% accuracy at ~1k classes, above 83% at ~2k.
Case Study: WebSDK Client-Side ML Inference Optimisation

Case Study: WebSDK Client-Side ML Inference Optimisation

20/11/2024

Browser-deployed face quality classifier rebuilt around a single multiclassifier, WebGL pixel capture, and explicit device-capability gating.
Case Study: Share-of-Shelf Analytics

Case Study: Share-of-Shelf Analytics

20/09/2024

Per-shelf share-of-shelf measurement in area and count modes, with unknown-product handling treated as a first-class operational output.
Case Study: Smart Cart Object Detection and Tracking

Case Study: Smart Cart Object Detection and Tracking

15/07/2024

In-cart perception for autonomous retail checkout: detection, tracking, adaptive FPS sampling, and a session-scoped cart-state model.
Case-Study: Text-to-Speech Inference Optimisation on Edge (Under NDA)

Case-Study: Text-to-Speech Inference Optimisation on Edge (Under NDA)

12/03/2024

See how our team applied a case study approach to build a real-time Kazakh text-to-speech solution using ONNX, deep learning, and different optimisation…
Case-Study: V-Nova - GPU Porting from OpenCL to Metal

Case-Study: V-Nova - GPU Porting from OpenCL to Metal

15/12/2023

Case study on moving a GPU application from OpenCL to Metal for our client V-Nova.
Case Study: Barcode Detection for Autonomous Retail

Case Study: Barcode Detection for Autonomous Retail

15/10/2023

Camera-based barcode pipeline for in-cart capture: YOLO localisation, ensemble decoding, multi-frame polling — 86.7% vs Dynamsoft 80%.
Case-Study: Generative AI for Stock Market Prediction

Case-Study: Generative AI for Stock Market Prediction

6/06/2023

Case study on using Generative AI for stock market prediction. Combines sentiment analysis, natural language processing, and large language models to…
Case-Study: Performance Modelling of AI Inference on GPUs

Case-Study: Performance Modelling of AI Inference on GPUs

15/05/2023

How TechnoLynx modelled AI inference performance across GPU architectures — delivering two tools (topology-level performance predictor and OpenCL GPU…
Case Study: Multi-Target Multi-Camera Tracking

Case Study: Multi-Target Multi-Camera Tracking

10/02/2023

How TechnoLynx built a cost-efficient multi-target multi-camera tracking system for a smart retail deployment
Case-Study: Action Recognition for Security (Under NDA)

Case-Study: Action Recognition for Security (Under NDA)

11/01/2023

How TechnoLynx built a hybrid action recognition system for a smart retail environment
Case-Study: V-Nova - Metal-Based Pixel Processing for Video Decoder

Case-Study: V-Nova - Metal-Based Pixel Processing for Video Decoder

15/12/2022

TechnoLynx improved V-Nova’s video decoder with GPU-based pixel processing, Metal shaders, and efficient image handling for high-quality colour images…
Consulting: AI for Personal Training Case Study - Kineon

Consulting: AI for Personal Training Case Study - Kineon

2/11/2022

TechnoLynx partnered with Kineon to design an AI-powered personal training concept, combining biosensors, machine learning, and personalised workouts to…
Case-Study: A Generative Approach to Anomaly Detection (Under NDA)

Case-Study: A Generative Approach to Anomaly Detection (Under NDA)

22/05/2022

How TechnoLynx built an unsupervised anomaly detection system using generative models
Case Study: Accelerating Cryptocurrency Mining (Under NDA)

Case Study: Accelerating Cryptocurrency Mining (Under NDA)

29/12/2020

Our client had a vision to analyse and engage with the most disruptive ideas in the crypto-currency domain. Read more to see our solution for this mission!
Case Study - AI-Generated Dental Simulation

Case Study - AI-Generated Dental Simulation

10/11/2020

Our client, Tasty Tech, was an organically growing start-up with a first-generation product in the dental space, and their product-market fit was…
Case Study - Fraud Detector Audit (Under NDA)

Case Study - Fraud Detector Audit (Under NDA)

17/09/2020

Discover how a robust fraud detection system combines traditional methods with advanced machine learning to detect various forms of fraud!
Case Study - Embedded Video Coding on GPU (Under NDA)

Case Study - Embedded Video Coding on GPU (Under NDA)

15/04/2020

TechnoLynx built a CUDA-based H.264 encoder on a Jetson Nano-class embedded GPU for an automotive edge startup, targeting ≤5% CPU usage across 4+…
Case Study - Accelerating Physics -Simulation Using GPUs (Under NDA)

Case Study - Accelerating Physics -Simulation Using GPUs (Under NDA)

23/01/2020

TechnoLynx used GPU acceleration to improve physics simulations for an SME, leveraging dedicated graphics cards, advanced algorithms, and real-time…