Machine Translation Model Fine-Tuning
Provider 
Founded 2020
Sells To Enterprise, Small Business
Pricing Model Subscription, Usage-based
Ownership Private

Professional service to customize machine translation engines with client terminology and style through monobrand, competitive, prompt-based, or adaptive approaches.
Custom.MT offers four customization methods: Monobrand fine-tune (one MT brand), Competitive Customization (five brands evaluated by linguists), and Prompt-based customization with LLMs.
It also supports Adaptive MT (ModernMT, Amazon ACT, Google Adaptive); deliverables include trained models, evaluation reports, and one-year support.
Adds products that compete with one of Machine Translation Model Fine-Tuning’s direct competitors but not with Machine Translation Model Fine-Tuning itself. They are shaded, and Linked Through names the direct competitor each one competes with.
| Attribute | Machine Translation Model Fine-Tuning | DeepL Pro | Language Weaver | SYSTRAN Model Studio | |
|---|---|---|---|---|---|
| Provider | |||||
| Founded | 2020 | 2017 | — | — | |
| Sells To | Enterprise, Small Business | — | — | — | |
| Pricing Model | Subscription, Usage-based | — | — | — | |
| Ownership | Private | Private | — | — |
Provider 
Founded 2020
Sells To Enterprise, Small Business
Pricing Model Subscription, Usage-based
Ownership Private
Provider 
Founded 2017
Sells To —
Pricing Model —
Ownership Private
Founded —
Sells To —
Pricing Model —
Ownership —
Provider 
Founded —
Sells To —
Pricing Model —
Ownership —


Google Cloud API providing neural, custom, and adaptive machine translation across many languages.


Cloud translation management platform combining AI translation, language quality agents and 50+ integrations for enterprise content.


Automatic post-editing service that corrects machine translation output inside a predict-edit-recheck workflow.


Neural machine translation service providing batch and real-time translation through a single API.


Product scoring machine translation output against quality frameworks inside a quality automation platform.


Reference-free machine translation quality estimation API scoring source-target pairs without human references.


Service that cleans enterprise translation memories using automated quality scoring and machine or human post-editing.


Advisory service that analyzes an enterprise machine translation and post-editing setup and estimates improvement opportunities.


API delivering segment-level quality prediction to automate or review machine translation output.



ACRIS Translator Pro is a Shopware 6 Premium Extension embedding OpenAI, Claude, and Gemini AI translation into the Shopware Administration.


Enterprise language platform combining source quality improvement, machine translation engine selection, and generative AI post-editing.


Secure enterprise portal for multiple large language model platforms with reusable language skills and usage-based pricing.


Cloud translation memory that stores and reuses translations across content types in real time.


Self-managed machine translation server deployed behind the customer's own firewall.


Managed supervised fine-tuning service for open-source models with on-demand and dedicated deployment options.


Unified web API exposing multilingual AI capabilities including machine translation, sentiment analysis, intent detection, and speech transcription.
Google Cloud API providing neural, custom, and adaptive machine translation across many languages.

Cloud translation management platform combining AI translation, language quality agents and 50+ integrations for enterprise content.

Automatic post-editing service that corrects machine translation output inside a predict-edit-recheck workflow.

Neural machine translation service providing batch and real-time translation through a single API.

Product scoring machine translation output against quality frameworks inside a quality automation platform.

Reference-free machine translation quality estimation API scoring source-target pairs without human references.

Service that cleans enterprise translation memories using automated quality scoring and machine or human post-editing.

Advisory service that analyzes an enterprise machine translation and post-editing setup and estimates improvement opportunities.

API delivering segment-level quality prediction to automate or review machine translation output.

Enterprise machine translation platform with cloud, private-cloud, and fully on-premise deployment options.

ACRIS Translator Pro is a Shopware 6 Premium Extension embedding OpenAI, Claude, and Gemini AI translation into the Shopware Administration.

Enterprise language platform combining source quality improvement, machine translation engine selection, and generative AI post-editing.

Secure enterprise portal for multiple large language model platforms with reusable language skills and usage-based pricing.

Cloud translation memory that stores and reuses translations across content types in real time.

Self-managed machine translation server deployed behind the customer's own firewall.

Managed supervised fine-tuning service for open-source models with on-demand and dedicated deployment options.

Unified web API exposing multilingual AI capabilities including machine translation, sentiment analysis, intent detection, and speech transcription.


GenAI in Localization Workshops

Language Dataset Acquisition

Machine Translation Automatic Post-Editing

Machine Translation Quality Estimation

On-Premise Machine Translation

Enterprise Machine Translation Evaluation & Quality Intelligence

Custom.MT Smartcat TMS Extension

Custom.MT XTM Cloud Extension

Custom.MT Smartling Connector

Custom.MT memoQ Connector

Custom.MT Trados Connector

Custom.MT Shopware Translation Plugin

Custom Translation Portals

Custom.MT Console — AI Translation Platform

Custom.MT Translation Memory Cleaning