Change it, or judge it

Machines produce the draft. We are the human step after it — specified, priced and evidenced separately, because it is no longer automatic.

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S01

The shape of the work has changed

Translation used to be one purchase: a linguist produced a file, someone proofread it, and the proofreading was folded into the price.

That is not how content is produced any more. An engine produces the first draft. Software scores each segment for risk. Only the risky segments reach a person. The human contribution has moved from producing text to judging it — which means the human contribution now has to be specified, priced and evidenced separately, because it is no longer automatic.

There are only two things a person can do with machine output: change it, or judge it. The first three services below change it — the specific segments your pipeline could not resolve, a whole file, or a fresh translation. The last two judge it, and hand you the evidence rather than a corrected file. What separates them is what you get back, and how it is priced.

S02

Work on AI output

01
Vanenberg
Qualified human decisions on the segments your pipeline flags. Each one comes back accepted, corrected, retranslated or escalated, with a named reviewer against it.
02
Vanenberg
Full and light post-editing, still called MTPE in most briefs, including the content your automated pass could not resolve. Priced on revision depth, with a quality floor.
03
Vanenberg
Translation from source by named specialists — for the languages where machines demonstrably lose, and the content where being fluently wrong is expensive.
S03

Judging AI output

04
Vanenberg
Independent review scored against MQM error categories and severity levels. A score, a categorised error report and a trend across the project — not a silently corrected file.
05
Vanenberg
Response rating, preference ranking and data validation for companies building models, judged against your rubric rather than a style guide.
S04

What they have in common

Two stages, two people. Editing and sign-off are separate passes performed by different linguists. Nobody signs off their own work.

Named reviewers with recorded qualifications. We record qualifications, subject expertise and time in domain for every linguist we assign. In regulated work you should ask for it, and we will produce it.

Structured scoring. MQM error categories and severity levels, so quality is a number that moves over time rather than an opinion that varies by reviewer.

A version trail. What changed, when, by whom, against which source version.

Independence. We do not sell an engine, so we have nothing to defend when we assess one.

    S05

    Working with us

    • A company, not a freelance pool. One supplier, one contract, one point of accountability.
    • Priced by the hour or the segment. Per word only on translation from source.
    • Reviewers are named, with qualifications on record.
    • Delivered in our format, or staffed into your platform and run under your rubric.
    • We hold no ISO certification today. ISO 17100 and ISO 18587 are in progress; ISO/IEC 42001 is under evaluation.
    • We commit language pairs individually rather than advertising a number. Ask us about the pair you need.

    Ask us about a language pair

    S06

    Not sure which one you need?

    Most conversations start with post-editing and end up somewhere more interesting. Send a file and we will tell you what we would actually recommend, including when the honest answer is that the content does not need us.

    Send us a file to review