Machine 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: high (94%)

en Wild week on Wall Street

es Semana salvaje en Wall Street

predicted risk: low (7%)

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.

ModelFront predicts each machine translation's risk in real-time so you can get the scale of machine translation and the quality of human 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 types of text

Our innovative models are trained for domains and formats like news, finance, travel, gaming, commerce, courses, films, apps, titles, reviews, chats, email and more.


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

Risk prediction

ModelFront provides direct access to instant line-level risk predictions from custom-trained models so that you can optimise quality or build features into your own platform.

Hybrid translation

Do you need to translate content at quality and scale?

ModelFront catches critical errors in machine translation to let you balance machine scale and human quality. Hybrid translation is 10x to 100x faster than human translation.


Are you a researcher or developer training or building your own system or custom engine?

ModelFront filters and ranks by error type and severity, and catches scandalously bad translations - no reference translations required. Automated evalation is a game-changer for machine translation researchers and developers.

Easy integration

Try samples in the sandbox.

Use our console or hit our REST API.

Speed and scale

We predict translation fails instantly.

Your application can react in real time.


Add your own data.

Set your own risk thresholds.

Integrations with all the top translation APIs

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

What are your translation risks?

How many bad machine translations are you showing to your users?

With ModelFront, you can catch bad translations, monitor your translation quality, and graph and slice by time, language and more.

Talk to us Read the docs