Overview:

Machine Translation (MT) refers to computer-generated translation powered by predefined algorithmic models. While MT systems are typically fast and easy to use, they offer a convenient but not always fully accurate solution for translation needs.

Adaptive Machine Translation (Adaptive MT) is an advanced system that continuously learns and improves in real time based on human feedback and post-editing input.

Machine Translation operates on probability rather than true understanding. It does not interpret meaning or context; instead, it selects the most statistically likely translation. As a result, accuracy cannot be fully guaranteed unless the output is reviewed by a bilingual expert.

This limitation has led to the development of a dedicated workflow known as Machine Translation Post-Editing (MTPE). In this hybrid process, content is first pre-translated—typically via an MT engine integrated by an LSP project manager—and then carefully reviewed, refined, and corrected by professional linguists to ensure quality and accuracy.

Automated vs. Machine Translation: What’s the Difference?

These automated triggers are embedded within content workflows and allow the system to execute predefined actions. For example, standard text elements such as legal disclaimers can be automatically inserted into documents from a centralized database or Content Management System (CMS).

  • Automated translation may also support machine translation as part of a broader localization workflow. However, automated translation and machine translation are not interchangeable terms, as they serve distinct purposes within the translation process.

The Benefits of Machine Translation

Machine translation provides a fast and efficient way to gain a general understanding of content. When properly trained and customized, MT systems can deliver cost-effective translations that capture sentence-level context and produce more natural-sounding results. With advanced MT tools, text formatting and layout are typically preserved, and translations are generated almost instantly.

  • Accelerated translation workflow: Significantly faster turnaround times compared to manual translation
  • Content suitability: Ideal for frequently updated content where human translation may be time-consuming or costly
  • Language performance variation: MT performs best with language pairs such as English–Spanish, English–French, English–German, and English–Portuguese
  • Human oversight requirement: Despite advancements, professional human review remains essential, especially for specialized or sensitive content

Before selecting MT, it is important to assess whether the content is generic or highly technical, and whether human post-editing should be included in the workflow for optimal accuracy.

We collaborate with clients to determine the most suitable output format for both digital and offline publishing requirements.

Advantages

Flexible
A highly adaptable service that can be customized to meet your organization’s specific translation requirements.

Retained layout
Translated files are delivered while preserving the original formatting and structure through secure translation interfaces.

Quick turnaround
Fast processing with minimal lead time, enabling near-instant translation delivery where applicable.

High security
All data is processed through secure HTTPS connections with encrypted transmission. No files or content are stored after processing.

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