Pretrained computer vision classifier

Identify precious metals coin with one API call.

A pretrained precious metals coin classifier that sorts an image into one of 10 categories — the type of precious metal coin it is. Use the precious metals coin 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 precious metals coin classifier

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

What this precious metals coin classifier recognizes

A sample of the 22 labels this pretrained classifier chooses between.

Gold And Silver Set
Gold Bar
Gold Buffalo
Gold Commemorative
Gold Eagle
Gold Krugerrand
Gold Proof
Gold Sovereign
Platinum Bar
Platinum Britannia

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 precious metals coin API

Once you've added this classifier to your console, you get your own copy of it behind your own endpoint. Invoke it with any HTTP client:

curl

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

Python

import requests

# Get an access token: https://www.nyckel.com/docs/api/overview/authentication/
token = "YOUR_ACCESS_TOKEN"

response = requests.post(
    "https://www.nyckel.com/v1/functions/YOUR_FUNCTION_ID/invoke",
    headers={"Authorization": "Bearer " + token},
    json={"data": "https://example.com/photo.jpg"},
)
print(response.json())

Example response

{
  "labelName": "Gold And Silver Set",
  "labelId": "label_...",
  "confidence": 0.92
}

Under the hood

Model type
Nyckel-trained

Trained on a Nyckel-curated dataset covering 10 precious metals coin 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 precious metals coin classification

E-commerce Verification

Online marketplaces can implement the precious metal coin identifier to authenticate products listed for sale. This function helps ensure that customers are receiving genuine coins, thereby reducing the risk of fraud and enhancing buyer confidence.

Investment Portfolio Management

Financial advisors and investment firms can utilize the identifier to assess and authenticate the precious metal coins held in clients' portfolios. This not only provides verification of asset value, but also assists in portfolio diversification strategies.

Fraud Detection in Pawn Shops

Pawn shops can leverage the precious metal coin identifier to authenticate items brought in for sale or collateral. By verifying the authenticity of coins quickly, shops can minimize losses due to counterfeit items and improve their overall transaction security.

Minting and Production Quality Assurance

Mints and manufacturing companies that produce precious metal coins can use the identifier as part of their quality control processes. By incorporating frequent testing of newly minted coins, the function helps maintain brand integrity and ensure product consistency.

Insurance Underwriting

Insurance companies could harness the identifier when evaluating precious metal coins for coverage. By providing accurate authentication, insurers can more effectively assess risks and determine proper coverage amounts for clients’ collectibles.

Auction House Authentication

Auction houses can implement the coin identifier to verify the authenticity of coins before they are listed for sale. This strengthens the auction's credibility and reassures bidders that they are participating in an auction of genuine items.

Educational Tools for Collectors

Educational platforms or apps focused on coin collection can utilize the identifier as a teaching tool. Users can learn how to distinguish real precious metal coins from fakes, enhancing their collecting skills and improving confidence in their purchases.

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 precious metals coin 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 precious metals coin 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.