Which Content Types Should Never Go Through Machine Translation
Learn which documents, content types, and translation scenarios are unsuitable for machine translation. A guide for professionals on MT limitations and when to use human review.
Translation tips, AI insights & freelance guides
Learn which documents, content types, and translation scenarios are unsuitable for machine translation. A guide for professionals on MT limitations and when to use human review.
Complete guide to building domain-specific MT engines: cost breakdown ($5K-$50K), training data requirements, timeline, and when to fine-tune vs build from scratch.
Step-by-step guide to building a custom machine translation engine using translation memory. Learn data requirements, costs, platforms, and ROI for agencies.
Practical guide: set up glossaries, integrate termbases into CAT tools, and eliminate terminology errors in MTPE. Compare approaches, tools, and ROI.
Why MT mangles document structure, and 3 proven methods professionals use to keep tables, fonts, and images intact during translation.
Client wants 50% off because 'it's just AI'? Learn how to justify MTPE pricing, handle discount pushback, and position machine translation post-editing as value - not a budget cut.
A guide for project managers: how post-editors differ from translators, where to find them, and how to verify their skills before hiring.
The 7 components of a post-editing brief that translators actually follow - with error priority frameworks, glossary rules, and the decision logic section most PMs skip.
Step-by-step guide to connect MT engines in Trados, memoQ, Phrase, and Smartcat. Compare integration options, boost MTPE efficiency by 2-3x, and implement quality controls.
The practical guide to light MTPE: error categories to fix, mistakes to ignore, cost savings vs quality trade-offs, and how to brief editors for speed without sabotaging output.
Why machine translation post-editing fails for marketing copy. When to use MTPE, transcreation, and human translation for brand messaging.
61% of editors find post-editing mind-numbing. A practical guide to workload management, QA automation, and choosing the right workflow for your team.