Training Translators to Become Effective Post-Editors
What skills translators need for MTPE, the 5 competencies per ISO 18587, the most common beginner mistakes, and how to build a practical training program.
Translation Blog
Translation tips, AI insights & freelance guides
Why Good Translators Refuse Post-Editing - And What Actually Helps
61% of translators find MTPE tedious, 46% refuse MTPE jobs entirely, and rates have collapsed 50-70%. Here's what's actually driving the resistance - and what agencies can do to fix their workflows.
Best Machine Translation Engines for Professional Agencies in 2026
DeepL, Google Cloud, Azure, Amazon, SYSTRAN, Lara Translate - honest comparison of MT engines for agencies: quality benchmarks, API pricing, CAT integrations, and when to use which.
DeepL vs Google Translate vs GPT for Agency Post-Editing: 2026
DeepL, Google Translate, and GPT-4o compared for agency MTPE workflows: quality benchmarks, API pricing, post-editing effort, and which engine fits which content type.
How to Measure Machine Translation Quality for Agency Work
A practical guide to measuring machine translation quality for agencies - BLEU, COMET, MQM, TER explained with pilot testing methodology and quality thresholds.
How to Run an MT Engine Bake-Off: A Step-by-Step Comparison Guide
Practical methodology for comparing MT engines: test corpus design, automatic metrics (BLEU, COMET, TER), blind human evaluation, TCO calculation, and how to make a defensible engine selection decision.
BLEU Score Explained for Translation Agencies (and Its Limits)
What the BLEU score actually measures, how to read it, and why it shouldn't be your only quality gate. A practical guide for agency PMs and vendor managers.
Building an MTPE Workflow in Your LSP from Scratch: A Step-by-Step Guide
A practical step-by-step guide to launching MTPE at your LSP - engine selection, TMS integration, post-editor roster, quality levels, pilot project, and pricing models.
How to Run a Human Evaluation of MT Output the Right Way
A practical guide for translation agency PMs and quality engineers: rater selection, MQM vs Direct Assessment, sample size, inter-annotator agreement, and the mistakes that make your eval meaningless.
Insurance Document Translation: Policy, Claim, and No-Claims Bonus Across Countries
What insurance documents you need to translate when moving abroad: no-claims bonus certificate, policy, medical bills for reimbursement. Country requirements, prices, common mistakes.
Light vs Full Post-Editing: How to Decide for Every Project
Practical framework for choosing between LAPE and FAPE per ISO 18587 - with real rates, words-per-hour benchmarks, a project-type decision matrix, and how to handle misclassified briefs.
Machine Translation Post-Editing (MTPE): What It Actually Means
MTPE means a human editor corrects a machine-translated draft. Learn what post-editing actually involves, light vs full PE, ISO 18587, realistic rates, and which content types work best.