AI translation + human-edit pipeline
We set up a content translation pipeline: AI makes a fast, cheap draft translation, and a human editor brings it up to quality — the golden mean between 'expensive everything by hand' and 'machine translation without review'. Honestly upfront: machine AI translation is NOT equal to quality human translation — it is fast and cheap but errs in meaning, tone, terms and cultural nuances; so the human-edit step here is mandatory and baked into the name; for legal, medical and important marketing texts you cannot rely on AI translation alone.
AI translation + human-edit pipeline — overview

AI translation + human-edit pipeline is a built-out localization process: (1) the AI makes a fast draft translation of large volumes, (2) a human editor (native speaker/specialist) reviews and fixes meaning, terminology, tone and nuances, (3) a unified glossary and translation memory maintain consistency. This combines the AI's speed and savings with human reliability. Honestly about AI translation quality, this is key: machine translation (even on the best models) is NOT equivalent to professional human translation. It is good for speed and a draft but regularly errs in semantic nuances, idioms, industry terminology, brand tone and cultural context — it can produce smooth but inaccurate or inappropriate text. So the human-edit step is not a 'nice addition' but a mandatory part — and it is baked into the service name. Honestly about critical texts: for legal, medical, financial and key marketing materials you cannot rely on AI alone — the cost of error is too high, here the human editor's weight is maximal (and sometimes a specialized lawyer/specialist is needed). Honestly about the economics: the pipeline is cheaper and faster than fully manual translation and better than 'bare' machine — but it is not 'free and instant'; editing takes time and costs money, and we honestly factor it in rather than pretend the AI will translate everything perfectly itself. Honestly about the editing share: the more critical and subtle the text, the larger the human's share; for simple routine content there are fewer edits. Honestly about the AI part's cost: paid per token, usually small. Honestly about access: source texts and, ideally, a glossary/reference are needed. An important boundary: this is translation; full localization (formats, law, culture) — separate localization services; product description translation links with 870. Picture this: instead of 'either expensive-by-hand or machine-crooked' — a fast AI draft brought up by a human. The base price starts from 45,000 ₽ (depends on volume and languages).
Problems we solve
- Translating the whole volume by hand is too expensive and slow.
- Pure machine translation produces errors and inappropriate tone.
- Terms and brand style 'drift' from page to page.
- You need a balance of speed, price and translation quality.
What's included in the AI translation + human-edit pipeline service
- Pipeline: AI draft → human editing → consistency
- A unified glossary and translation memory
- Editing of meaning, terminology, tone, cultural nuances
- Reinforced review for critical texts (legal/medical/marketing)
- Honest boundaries (AI translation ≠ human quality)
- An estimate of the editing share by text type
- AI-part cost per token
- Handover of the process and review with you
What you get
- Fast and economical translation with human quality at the output
- Consistent terms and brand tone (glossary/memory)
- Reliability for important texts (human-edit mandatory)
- A price/speed/quality balance (not 'bare' machine)
How the work goes: steps
- We define languages, volume, critical texts; collect the glossary
- We set up the AI draft and the human-editing process
- We check quality, honestly set boundaries for the critical with you
Why PDV Expert
- Fixed price and timeline — no surprises on the invoice.
- Report and recommendations in plain language — clear without a technical background.
- In touch at every step and answering questions about the result.
FAQ
Can we do with AI translation only, without an editor, to be cheaper?
For a draft and simple content — sometimes yes, but honestly: pure AI translation is not equal to human quality. It errs in meaning, terms, tone and cultural nuances — it can produce smooth but inaccurate text. So our pipeline has a mandatory human-edit. For legal/medical/important marketing you cannot rely on AI alone — the cost of error is too high.
Why pay for an editor if the AI already translated?
Because editing is exactly what turns a fast draft into a reliable result. The AI gives speed and savings, the human gives accuracy of meaning, correct terminology and appropriate tone. This is the golden mean: cheaper than fully manual translation and better than bare machine. Removing editing means returning to the machine-translation risks we honestly warn about.
Will this suit legal documents?
With reinforced caution. The AI can speed up a draft, but for legal, medical and financial texts the human specialist has the final say, and sometimes a specialized lawyer/translator is needed — the cost of error is too high. We honestly increase the human-review share for such texts and do not pass off AI translation as a ready legal document.
About the provider
The «AI translation + human-edit pipeline» service is provided by PDV Expert — a team specialising in «Site quality». We work under contract and deliver a written report with recommendations.