Polyver
MTPE assessed against source quality, machine output, content risk, audience and an agreed level of post-editing rather than assumed as a default.
Machine Translation Post-Editing (MTPE) is review and editing of machine-generated target text against a defined brief. It is not simply proofreading because the source, output and intended use must be considered together.
Suitability varies with source quality, language pair, subject matter, audience and risk. Some material is better handled through human translation from the source.
The service may be relevant to the following project owners when the material and requirements fit the defined scope.
These scenarios show how audience, inputs, scope factors and limitations interact; they are not promises that every project is suitable.
A support team has machine output for repetitive help articles. Inputs include source, raw output, glossary and audience. Scope depends on output quality and formatting. MTPE may not suit safety-critical or highly ambiguous content.
An operations team needs usable internal material from machine output. Inputs include purpose, tolerance and representative samples. Scope changes with error density and source quality. The agreed post-editing level limits the expected finish.
A team considers MTPE for technical or regulated material. Inputs include terminology, risk owner and sample output. Scope depends on subject complexity and traceability. Human translation may be preferable where machine errors create disproportionate risk.
A quotation is based on the reviewed material or session requirements, not the service name alone.
Timing, availability and pricing are confirmed only after the relevant inputs and dependencies have been reviewed.
MTPE starts from machine output and follows an agreed editing brief; human translation starts directly from the source. The efficient choice depends on actual material, not volume alone.
Light and fuller post-editing have different intervention goals. The required level should be defined in practical terms for the audience and use.
These steps help expose dependencies before quotation.
Poor, ambiguous or inconsistent source text can reduce MTPE suitability and increase review effort.
MTPE cannot remove all risk from machine output; suitability and scope are confirmed only after material review.
Share the details below when you request a quote so the scope can be reviewed properly.
Support a reasoned choice between MTPE levels and human translation.
Purpose: Support a reasoned choice between MTPE levels and human translation.
Who it helps: Content teams holding machine output and workflow owners managing risk.
How to use it: Score a representative sample for source clarity, error density, terminology and consequence of error.
Limitation: It is a scoping aid; quality remains dependent on the material, brief, domain and risk review.
Source: ambiguity, consistency, formatting and terminology
Output: omissions, mistranslations, fluency issues and token errors
Decision: audience, consequence of error, editing level and alternative workflow
Clear, consistent source text and usable machine output may support MTPE, particularly where audience, risk and editing expectations are defined. Suitability is assessed from the material.
Ambiguity, errors and inconsistent terminology in the source can produce unstable output and increase editing effort.
The required intervention should be defined in the quotation brief, for example a limited fit-for-purpose edit or a fuller edit. Labels alone are insufficient without acceptance criteria.
It may be preferable for highly nuanced, creative, sensitive, safety-critical or poor-source content, or where sample output shows that editing is not an efficient or suitable route.
Yes. Provide aligned source and unedited output, plus any prior edits separately, so the starting point can be assessed.
No. Scope and suitability depend on source, output, language pair, subject matter, audience and risk.
Tell us about the languages, materials and intended use. Requirements are reviewed before the scope is confirmed, and pricing is based on the confirmed scope of work.
Request a quote for Machine Translation Post-Editing (MTPE)