We Train AI to See What Matters – With Just 100 Photos

In modern enterprise – from factories to retail – cameras are the new eyes. Yet for many organizations, using computer vision still feels out of reach: something that requires thousands of images, complex models, and a team of data scientists.

That used to be true. Not anymore.

Today, with advances in AI, you can train a system to detect the exact objects that matter in your business – using as few as 100 labeled photos.

It’s faster, more affordable, and more practical than ever before.

What’s the Problem?

Every business has physical elements that matter – products, tools, parts, materials, or safety gear. Tracking them manually is slow, inconsistent, and prone to error.

In manufacturing, logistics, and retail, these visibility gaps lead to lost time, higher costs, and missed opportunities.

And yet, many teams still believe computer vision is only for tech giants – too expensive or complex for everyday business. The truth is: that barrier is gone. AI vision is democratized – and it’s ready for the real world.

The Breakthrough: 100 Photos

We use modern architectures such as YOLO and Vision Transformers (ViT) for object detection and segmentation. These models are pre-trained on millions of images, meaning they already understand how most real-world objects look. Instead of training them from scratch, we fine-tune or apply transfer learning to adapt them to your specific business case.

All it takes is:

• Around 100 photos of the objects or environments that matter most
• Simple annotations showing where each object appears
• A few hours of training on standard hardware

The result: An AI model that instantly recognizes those same objects in new images or live video – automatically, in real time, 24/7.

How It Works

1. Collect images from your environment – factory floor, warehouse, construction site, or retail shelf.
2. Label what’s important: “box,” “helmet,” “component,” “machine.”
3. Fine-tune a lightweight, state-of-the-art model like YOLO for your specific objects.
4. Deploy it to your cameras, video streams, or cloud environment.

Once fine-tuned, the model detects and tracks objects continuously – alerting you to issues, counting items, or automating reports without human supervision.

Why This Matters

This approach bridges the gap between cutting-edge AI research and real-world business impact.

• Fast to prototype: Go from concept to results in days, not months.
• Cost-effective: No need for massive datasets or expensive infrastructure.
• Private and secure: Train on your own data – nothing leaves your organization.
• Adaptable: Works across industries – manufacturing, logistics, construction, healthcare, retail, agriculture, and more.

In short: you can make AI work for you, not the other way around.

Real-World Scenarios

Imagine being able to:

• Detect missing or misplaced parts on an assembly line
• Track tools and equipment in storage areas
• Monitor packaging quality automatically
• Check safety compliance (helmets, vests, gloves)
• Count inventory in real time – without manual checks

If it can be seen – it can be detected.

Why Falling Behind Isn’t an Option

Computer vision is becoming a defining advantage. Companies that use it gain speed, consistency, and insight that competitors can’t match.

Those that don’t risk being left behind – operating blind while others automate, optimize, and scale.

In a world where every process can be measured and improved, AI vision isn’t a luxury.

It’s the new standard for operational intelligence.

How We Help Companies Like Yours

At Agmis, we help organizations bridge the gap between the physical and digital worlds through computer vision applications

• We create custom object detection models trained on your real-world data.
• We integrate them into your existing cameras, systems, or cloud infrastructure.
• We automate processes across manufacturing, logistics, retail, and construction.
• We ensure data privacy and reliability with ISO 27001-certified practices.

Our computer vision engineers, data scientists, and system architects have one goal:

to help your organization see, understand, and act on the things that matter most.

Ready to See What Matters?

You don’t need thousands of images or months of development. You just need a clear goal – and around 100 good photos.

Let’s show you how fast you can go from concept to live object detection. Contact us today for a free 10-minute visibility assessment – and discover how quickly AI vision can start delivering results.

Stop operating blind.

Start seeing.