AI-Assisted Translation Services

Goal: Demonstrate review quality on a contained batch.

Actions: Accept a short, general-content brief (under 500 words). Run full protocol: intake, first-pass, human review, ambiguity flags, terminology log, client review.

Progress Signal: Client publishes the translation without requesting corrections.

Goal: Build speed and credibility in a specific content type.

Actions: Focus on one domain where your background knowledge helps—e.g., tech product descriptions, travel content, or e-commerce listings.

Progress Signal: Your terminology log for that domain means you catch common errors in under two minutes rather than ten.

Goal: Convert one-off projects into content batches.

Actions: Pitch a recurring arrangement to a business with ongoing translation needs—monthly marketing copy, new product descriptions, or periodic documentation updates.

Progress Signal: A client submits a new batch without prompting because the workflow is established.

Goal: Scale without sacrificing review quality.

Actions: If expanding to a language pair you cannot review yourself, partner with a qualified bilingual reviewer rather than delivering unreviewed AI output.

Progress Signal: You manage the client relationship and intake while a verified reviewer handles linguistic QA for the additional pair.

Diagnosis: The AI output was not fully read in the target language, or a domain-specific term was handled incorrectly.

Check: Did you read the full output—not just spot-check it? Was the term in your terminology log?

Change: Implement a mandatory full-read step after the AI pass. Add any missed term to the log.

Next Step: Correct the error, provide a revised version, and update your review protocol.

Diagnosis: The brief is outside your service scope.

Check: Do you hold the professional credential required for this document type?

Change: If not, do not accept the brief. Refer to a certified translator.

Next Step: Decline politely, explain the distinction between general and certified translation, and offer to help find the appropriate resource.

Diagnosis: The terminology log was not consulted during the AI pass, or the log was not updated as new terms appeared.

Check: Did you run Prompt 2 to check terminology consistency before delivery?

Change: Run the terminology consistency check on every batch—not just spot-check the beginning of the document.

Next Step: Revise the full document for consistency and update the log.

Lesson: A source-text sentence that means two different things in English will produce two different translations depending on which meaning the AI guesses. Flagging ambiguities before translating and resolving them with the client is faster than correcting a delivered translation that carries the wrong meaning through an entire document.

Lesson: A translation that is grammatically correct but written in the wrong register—formal when the audience expects casual, or vice versa—is a translation failure. Always confirm the intended reader and how they expect to be addressed before beginning.

Lesson: Turning down a certified translation brief and referring it to a credentialed professional is the right outcome. Clients who need that kind of translation will respect honesty about scope far more than discovering later that their document lacked legal standing.