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As of August 2026

Machine translation loses the Japanese complaint

ORCA Labs · As of August 2026

Machine translation of Japanese consumer reviews loses the complaint. Dissatisfaction is often wrapped in politeness or understatement. Read in English word for word, it looks neutral — and the real objection disappears.

What “it’s fine, but…” is doing

A common Japanese review pattern is a short compliment followed by a soft contrast. The decision sits in the second clause: fragrance too strong for morning use, the pump that leaks, the shade that does not match. Translation engines keep the words and flatten the weight. An overseas brand manager scanning English then ranks the product as “mostly fine”.

Why listening dashboards are not enough

Volume and sentiment scores inherit the same flattening. A polite complaint is scored closer to neutral than to negative. If your Japan decision is based on those scores alone, you will underweight the attribute that is actually killing repeat purchase.

What to ask a reader for

Ask for three things, in English you can circulate: the original Japanese line, what it is doing socially (praise, hedge, refusal), and the implied request. That is enough to rewrite a landing page. A spreadsheet of star ratings is not.

FAQ

Can we just hire a bilingual intern to translate reviews?
Translation is the smaller half. You need someone who can say which clause carries the decision and what to do in the next 30 days.
Do you write the final Japanese copy?
No. We deliver message direction and candidate wording. Production copy and creative execution stay with you or your agency.
What language are reports in?
English, for overseas teams. The source is read in Japanese.