AI glot
Glossary-aware translation for thousands of CSV rows.
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AI Glot 2.0 - Bulk language translations for large CSVs

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Upload a CSV with thousands of rows and get it back in every language you sell in. AI Glot reads your file structure, enforces your glossary on every row, and follows a brief you write in one plain sentence. Free tier, no card.

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Maker
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Hi Product Hunt 👋 I’m Guillaume, the solo founder of AI Glot. The first version launched in 2025 for CSV exports from Weglot, a website translation platform. Since then, I’ve completely rebuilt AI Glot to work with any CSV. It’s now 200x faster and noticeably more accurate. Translating the first 50 rows is easy. The hard part is keeping the terminology, tone and file structure intact at row 18,000. Bulk translation often means handing complex CSVs to freelancers, asking them to preserve inline tags and technical columns, then repeating the coordination for every update. It is slow, prone to errors, and uses expert time on file handling instead of language. AI Glot handles the bulk workflow. Upload your CSV, choose what should be translated, add your glossary and instructions, review the mapping and cost, then download a localized CSV ready to import back into your tool. IDs, SKUs, URLs, placeholders and row structure stay untouched. My philosophy is simple: use AI Glot for e-commerce catalogues, programmatic content and other bulk work. Add human review for important content. For a homepage or flagship product page, hire an expert. Automation should handle scale while people focus where every word matters. Launch offer: 25,000 words free on signup, no card, plus 40% off any credit pack with HUNTGLOT for 7 days. If you know someone buried in translation spreadsheets, please share AI Glot with them. It may save them the least rewarding part of localization 🙌

 Congrats 🙌, qq does the system support automatic character limit constraints per field for platforms like Google Shopping feeds or Shopify meta descriptions?

Maker

 thanks a lot!

One feature that I haven't mentioned is the possibility to add custom instructions for a batch and that's where you'd pass the guidelines that are specific to this batch.

For example "don't translate in-content URLs" or "keep the titles below 65 characters"

Have you got a Shopify use case?

 following this from the beginning and used it recently to translate the whole StringTable of an App of mine. Well done, and saved me lots of tokens by not using some coding agents for this task 🙌 actually the glossary feature came in handy as well

Maker

 that's exactly what it is here for.

Translating 200 rows with your Claude sub can be okay, even though it will burn an impressive amount of tokens when working on it, 15k rows is another story!

Keep the feedback coming :)