Translation tips, AI insights & freelance guides
Complete guide to training custom machine translation engines on translation memory. Learn data requirements, platform options, ROI calculations, costs, and step-by-step implementation for translation agencies.
Essential skills, tools, and methods for training translators in machine translation post-editing. Practical guide from error classification to productivity metrics.
Machine translation ignores your glossary, translates terms inconsistently, and doubles your post-editing time. Here's why neural MT struggles with terminology and practical methods to enforce it.
Explore why translators hate post-editing work, the hidden costs of MTPE, and proven strategies to build sustainable post-editing workflows that keep your best talent.
Legal contracts, medical records, marketing copy, poetry - exactly why MT fails these categories and what goes wrong when teams skip human review.
What does publishable quality mean in full MTPE? Error taxonomy, ISO 18587 requirements, and a practical 6-pass checklist for post-editors.
Why great translators often fail at MTPE - and what specific skills to test for when hiring post-editors for your agency or team.
What ISO 18587 actually requires from translation agencies - full vs light post-editing, post-editor competencies, documentation, certification process, and what changes in the 2026 revision.
Practical guidelines for light post-editing: which errors to fix, which to skip, and how to set clear scope with clients before every MTPE project.
Why MTPE produces flat, off-brand results for marketing copy - and what to use instead. Covers brand voice, idioms, cost benchmarks, and the transcreation alternative.
Full MTPE workflow for technical manuals: 6 stages, terminology QA, safety warning checks, ISO 18587 requirements, realistic rates, and the five mistakes that destroy technical post-editing projects.
What makes legal MTPE uniquely risky, which documents are too dangerous to post-edit, the five MT error types that cause legal disputes, and how to price legal MTPE correctly.