Translation risk prediction

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ModelFront instantly predicts if a translation is correct or not.

en Tesla loses head of product

es Tesla pierde cabeza de producto

Predicted risk


en Wild week on Wall Street

es Semana salvaje en Wall Street

Predicted risk


Get scale and quality

Machine translation is great when it works - it scales.

But human language is difficult for machines. Machine translation fails often and unpredictably. The results can be nonsensical, misleading, offensive or even dangerous.

ModelFront risk prediction technology is the key to hybrid translation, quality evaluation and much more.

Now you can safely auto-approve raw machine translation.

All languages

As billions of users join the internet, platforms expand to support hundreds of languages. We love the chaos. Our approaches support all of the top ten thousand language pairs.

All engines

It works with any translation API, like those from Google, Microsoft, Yandex (Яндекс), Baidu (百度), IBM, and DeepL, and even with custom-trained models like AutoML.

All content types

Our production-strength system is built for domains and formats like news, finance, travel, gaming, commerce, courses, films, apps, titles, reviews, chats, email and more.

Use cases

There are many ways for you to tap into the linguistic knowledge, innovative research and scalable infrastructure at the core of ModelFront.

Hybrid translation

Do you need to translate at quality and scale?

ModelFront catches critical errors in machine translation to let you balance machine scale and human quality. Hybrid translation can be orders of magnitude faster than traditional post-editing.


Checking final human translations is almost as much work as translation itself.

ModelFront makes it super easy to sort by risk for quick and targeted final validation.


Better training data is key to better machine translation quality.

ModelFront is an easy and robust way to filter parallel corpora for training machine translation, for better translation quality and faster training.


Are you comparing engines or training or building your own?

ModelFront correlates with human evaluation and beats BLEU on accuracy and convenience - no reference translations required. Automated evaluation is a game-changer for machine translation researchers and developers.

Integrated with the top translation APIs

We also integrate with the custom engines like Google AutoML and Microsoft Custom Translator.

API and console

ModelFront is easy to try and easy to integrate.

In the ModelFront console you can run on evaluation on a file with just a few clicks. You can get line-level risk productions on your own parallel data or use one of the integrated machine translation APIs.

Create an account or explore open evaluations

With the ModelFront API you can get instant line-level translation risk predictions programmatically and integrate them into your application.

Create an account or read the API docs

Access with our partners

Require a full-service language service provider, translation management or computer-assisted translation platform?

Our partners make ModelFront's innovative technology available right inside their trusted platforms for translation automation.

Talk to GlobalDoc or translate5 or read more about how to access ModelFront

Try it now

Just upload a file to compare and eval engines, estimate post-editing effort, filter your training data and more.

Free credit for 1.1M characters is included with every new account. No credit card is required.

Try it now Talk to us

Easy integration

Hit the REST API or just upload files in the console.

Speed and scale

We predict translation fails instantly, so your application can react in real time.


Train on your own data and set your own risk thresholds.