Pretrained computer vision classifier

Identify metal type with one API call.

A pretrained metal type classifier that sorts an image into one of 10 categories — what type of metal it is. Use the metal type API immediately, no training required, then adapt it to your own data when you need more.

Pretrained · Nyckel-trained 10 labels out of the box Image input

Try the metal type classifier

Drop in a photo and get the prediction back. No signup, no setup.

What this metal type classifier recognizes

A sample of the 20 labels this pretrained classifier chooses between.

Aluminum
Brass
Bronze
Carbon Steel
Cast Iron
Copper
Gold
High-Speed Steel
Iron
Lead

Need a label that isn't here? Clone the classifier into your Nyckel console and edit the label set to fit your data.

Call the metal type API

Get your own copy of this classifier behind your own endpoint — callable from any HTTP client:

API quick start
curl -X POST "https://www.nyckel.com/v1/functions/YOUR_FUNCTION_ID/invoke" \
  -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{"data": "https://example.com/photo.jpg"}'

Example response

{
  "labelName": "Aluminum",
  "labelId": "label_...",
  "confidence": 0.92
}

Under the hood

Model type
Nyckel-trained

Trained on a Nyckel-curated dataset covering 10 metal type categories, served on Nyckel's own infrastructure — your image stays on Nyckel.

Input
Image

Send an image URL or file to the invoke endpoint; the response is a label with a confidence score.

Make it yours
Adaptable

Clone it, then correct predictions and add your own samples in the console — Nyckel retrains automatically, turning this into a custom model tuned to your data.

More than a demo: this page is one of thousands of pretrained functions on Nyckel, an ML classification platform. You can invoke classifiers by API, review predictions, correct labels, collect samples from production traffic, and promote any pretrained function to a private custom model — without changing your integration.

Where teams use metal type classification

Quality Control in Manufacturing

In metal production facilities, the false image classification function can be employed to identify and classify various metal types during the manufacturing process. This ensures that materials meet specific quality standards, reducing defects and improving overall product integrity.

Scrap Metal Sorting

Recycling centers can use the metal type identifier to automatically sort mixed metal scrap into distinct categories. This automation streamlines the sorting process, increases operational efficiency, and enhances the value of recycled materials.

Inventory Management

Warehouses holding various types of metal products can implement this function to effectively classify and catalog their inventory. By ensuring accurate classification, businesses can optimize their storage solutions and reduce errors in order fulfillment.

Fraud Detection in Sales

Retailers and suppliers can use the metal type identifier to verify the authenticity of metal products being sold. This prevents fraud by ensuring that the metals are accurately represented, thus protecting both the business and its customers.

Environmental Compliance

Organizations can employ this technology to ensure that their metal waste and recycling processes comply with environmental regulations. By accurately classifying metal types, companies can manage hazardous materials appropriately, avoiding potential fines and environmental impact.

Robotic Process Automation in Fabrication

In advanced manufacturing settings, robots equipped with this classification function can make real-time decisions about metal processing tasks. This boosts productivity by allowing machines to select the correct tools and processes based on the type of metal being handled.

Metal Assessment in Construction

Construction firms can integrate this function into their procurement processes to assess the type of metal being used in structural applications. By ensuring the correct metal types are utilized, firms can enhance the safety and durability of their projects.

Common questions

What's the difference between a zero-shot and a Nyckel-trained classifier?

A zero-shot classifier uses a large foundation model's general knowledge to pick between your labels — no task-specific training, so new or edited labels work immediately. A Nyckel-trained classifier has been trained on labeled examples and runs on Nyckel's own infrastructure, which typically makes it faster, cheaper per call, and more accurate on data that resembles its training set. The "Under the hood" section on this page shows which kind this classifier is, and any classifier can be adapted into a trained one by adding your own examples.

How do I know whether this will work for my application?

Honestly: we can't know in advance — it depends on your data stream and how closely it resembles what this classifier has seen. The reliable way to find out is to measure it on your own data: start invoking the classifier with real traffic, or upload and annotate a set of images in the console — make sure they look like your production data, not idealized examples. Nyckel's evaluation metrics then show you exactly how it performs on that data before you rely on it.

What happens when it makes a mistake?

No classifier is perfect, so Nyckel is built around the correction loop: invokes can be captured for review, you confirm or correct predictions in the console, and corrections become training data. Over time the model adapts to your data distribution — accuracy on your traffic improves with use rather than staying fixed.

Do I need training data to get started?

No. This metal type classifier works out of the box — clone it into your console and you'll have your own API endpoint in under a minute. Training data only enters the picture when you want to adapt it: your corrected predictions and uploaded samples improve the model, and you can also edit the label set to match your needs.

What does it cost to try?

Trying the classifier on this page is free with no signup. Cloning it requires a free account, and the free tier covers your first API calls each month — see nyckel.com/pricing for current limits and paid tiers.

Ready to classify metal type at scale?

Add this pretrained classifier to your Nyckel console — you'll get a live API endpoint in under a minute, and a path to a custom model when you need one.