Where assistance can help
Machine assistance can suggest a draft, identify repeated fields and help compare versions. It does not know whether a measurement was entered correctly, whether a legal term fits the jurisdiction or whether a local place name has the intended meaning.
High-risk terms
Review areas, units, currencies, fees, energy labels, ownership wording, planning status, access descriptions and amenities. A small language change can change the factual meaning.
A human workflow
- Keep the source-language record authoritative.
- Generate a draft and mark every uncertain segment.
- Review numbers, negations, units and legal-status terms.
- Compare the final text with the source and record approval.
Publication boundary
A translated listing is not publication-ready merely because it reads fluently. The responsible reviewer must be able to explain where each important fact came from.