AI content generation at scale
Writing 7,000 descriptions by hand does not happen. Publishing 7,000 unchecked AI drafts gets a site demoted. The middle path is a pipeline: batch generation from your real data, automated gates for length, facts, banned words and language, sampling by a person, and a date on everything.
What you get
- Generation from your own data, never from thin air: specs, reviews, attributes, photos
- Quality gates: length, required facts, forbidden claims, language detection, duplicate detection
- Translation into the languages your customers use, with gates per language and native spot checks
- Batch runs with cost per item reported, resumable, idempotent
- A publish policy that keeps thin or unverified items out of the index
How AI content and translation at scale runs with us
Source and rules
What data each item has, what a good description looks like, what must never appear.
Gated batches
Generate in batches, run every item through the gates, sample for a person, fix the prompt, repeat.
Publish with a policy
Only items that pass go live, each with a date; the rest stay unpublished and listed for review.
Good fit if
- You have a catalogue or directory with thousands of empty or duplicate descriptions
- You need your content in several languages without a translation agency invoice per page
- You published AI content once and Google punished you for it
What we need from you
- Your data with its gaps
- Three examples of content you like and three you hate
- A reviewer for the samples
Questions we get about AI content and translation at scale
Will Google penalise AI content?
Google penalises content that reads as generated at scale with nothing behind it. Content generated from real data, gated and reviewed, with facts a template cannot produce, is a different thing. We have seen both outcomes on our own sites and write about it on the blog.
How many languages?
As many as you need. The pipeline handles the translation and the gates catch the mistakes; a native reader checks the pages that matter.
What does it cost per item?
Cents, not dollars, for most items. The cost is reported per batch so you always know.
Tell us what you need
Send a few lines about your project. We reply within one working day with questions or a first estimate.