Automated Quality Inspection for Automotive — AI in Action

Marcin Rojek
4 min readNov 8


In the world of automobile manufacturing, quality is the cornerstone of a brand’s reputation and success. Ensuring the production of flawless vehicles is a meticulous task, and it often involves multiple forms of inspection along the assembly line. Visual inspections, aerodynamics optimization, and increasingly, sound analytics, all play critical roles in achieving excellence. This blog post shines a spotlight on the captivating realm of sound analytics, a vital component of quality inspection, and the technological advancements byteLAKE, Intel® and Lenovo are going to showcase at the upcoming SC23 conference in Denver, Colorado. Check out my other two posts in this three-part mini-series, where I provide summaries of byteLAKE’s plans for SC23 and the technologies we will be demonstrating there:

Sound Analytics: A Symphony of Quality Assurance

Imagine this: Microphones connected to highly-trained AI models, diligently recording the symphony of sounds produced by car engines as they come to life. These AI systems are not just listening; they’re meticulously dissecting each note to detect irregularities, inconsistencies, or potential issues. In an era where excellence is non-negotiable, AI-driven sound analytics is taking the wheel.

AI-assisted Sound Analytics (automotive)

But why the emphasis on sound analytics? Because it goes beyond mere quality control. By pinpointing issues during the assembly process, this technology doesn’t just bolster production efficiency; it also enhances the end-user experience. Fewer recalls, increased reliability, and a sterling reputation are just a few of the dividends paid by the integration of AI into the quality control process.

Humans and AI: The Power of Synergy

It’s essential to clarify that AI isn’t here to replace the human touch but to complement and empower it. In fact, AI serves as a force multiplier for human operators, exponentially increasing accuracy. For example, when humans monitor quality, they might achieve, say, 80% accuracy. When humans and AI join forces, that number skyrockets to 99%. Not to mention, AI never tires or gets bored, making it an invaluable asset for maintaining stringent quality control standards 24/7 in demanding, noisy environments.

Humans and AI — delivering better quality together

The magic happens when humans leverage these tools to unleash their own creative potential. As AI takes on the routine and repetitive tasks, humans are liberated to innovate and pioneer new approaches. The introduction of AI into the manufacturing landscape is akin to giving inventors a new set of tools and, ultimately, broadening the horizons of possibility.

The Edge of Manufacturing

In manufacturing, data processing must often occur close to the source and in real-time. Enter Edge Computing, a technology that’s at the heart of contemporary manufacturing. It’s the engine that drives AI analytics, ensuring that issues are identified as they arise. While cloud solutions have their place for backup and extensive data storage, Edge AI is the real-time answer.

Edge AI — what it means for industries

Optimizing the Future: Edge AI and Beyond

The Inference market, a pivotal component of AI, is set to grow exponentially, forecasted to be four times the size of the AI training market, with a long tail that extends far and wide. At byteLAKE, we’ve been hard at work alongside industry giants like Intel® and Lenovo to ensure our AI products are not only optimized across various architectures, such as CPUs and GPUs, but also readily available on a spectrum of devices, ranging from edge to desktop, and even up to high-performance computing infrastructures. Scalability is the name of the game, and we’re determined to put the future of manufacturing in the hands of innovation pioneers.

For those eager to dive into the world of AI in action, you’re invited to join us at Lenovo’s booth #601 at SC23 in Denver, Colorado, where you can witness our AI solutions firsthand. As the era of innovation unfolds, the sky is the limit, and at byteLAKE, we’re accelerating the journey.

Looking forward to meeting you in Denver, Colorado at the upcoming SC23 conference, where you’ll find us at Lenovo’s booth #601.

Learn more about our AI solutions for industries here:



Marcin Rojek

Co Founder@byteLAKE | Turning Data Into Information for Manufacturing, Automotive, Paper,Chemical,Energy sectors | AI-accelerated CFD | Self-Checkout for Retail