Use Cases

Whether you need to recognize R2D2 from C3PO or feel like building a Skynet search engine, Ximilar machine learning platform is here for you. Read use cases across different industries and markets.

An open-source card scanner for live streams. Cardstream identifies TCGs like Pokémon and sports cards in real time from your videos.

Cardstream: Open-Source Card Scanner for Live Streams

An open-source card scanner for live streams. Cardstream identifies TCGs like Pokémon and sports cards in real time from your video.

Read more October 2026
Ximilar's card AI now handles Palworld card recognition in English and Japanese, from a single scan. Test it in the App, via API or the demo.

Recognize Every Palworld TCG Card in English and Japanese

Ximilar’s card AI now handles Palworld card recognition in English and Japanese, from a single scan. Test it in the App, via API or the demo.

Read more October 2026
Train your own instance segmentation model with Ximilar’s no-code computer vision platform – from polygon annotation to a deployed API.

Instance Segmentation on Click: Build Your Own AI Model

Train your own instance segmentation model with Ximilar’s no-code computer vision platform – from polygon annotation to a deployed API.

Read more September 2026
Car detection by Ximilar

How to Train an Object Detection Model With One Click

Define, optimize and deploy to API your custom object detection model without coding.

Read more September 2026
Ximilar’s card recognition AI now identifies all Hololive (hOCG) card, from Hololive production and Bushiroad, in both English and Japanese.

Hololive Card Recognition for Card Scanners & Collector Apps

Ximilar’s AI now identifies every hololive OFFICIAL CARD GAME (hOCG) card – name, set, rarity, and more – in English and Japanese.

Read more August 2026
Ximilar’s card recognition AI now identifies English Naruto Mythos TCG cards – name, set, rarity, and other details returned directly from the API.

Naruto Mythos Card Recognition by TCG AI

Ximilar’s card recognition AI now identifies English Naruto Mythos TCG cards – name, set, rarity, and other details returned directly from the API.

Read more July 2026
Our card recognition AI now scans and identifies Japanese Duel Masters trading cards in a single REST API response.

Duel Masters Card Recognition – Now in Our TCG AI

Our card recognition AI now scans and identifies Japanese Duel Masters trading cards in a single REST API response.

Read more July 2026
From loss curves to GGUF exports – mastering your vision language model evaluation workflow with built-in metrics.

Vision Language Model Evaluation & Inspection Made Easy

From loss curves to GGUF exports – mastering your vision language model evaluation workflow with built-in metrics.

Read more June 2026
Fine-tune your vision-language model with image understanding, run it on your own hardware, and cut your per-inference token costs.

Fine-Tuning a Vision Language Model With the Ximilar API

Fine-tune your vision-language model with image understanding, run it on your own hardware, and cut your per-inference token costs.

Read more June 2026