How to Integrate Machine Translation into Your CAT Tool Pipeline
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.
Translation Blog
Translation tips, AI insights & freelance guides
Light post-editing scope: what to fix and what to leave
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.
Machine translation for marketing: why MTPE often fails
Why machine translation post-editing fails for marketing copy. When to use MTPE, transcreation, and human translation for brand messaging.
How to Manage Post-Editor Burnout on High-Volume MT Projects
61% of editors find post-editing mind-numbing. A practical guide to workload management, QA automation, and choosing the right workflow for your team.
MT Error Typology: DQF-MQM Categories for Post-Editors
Understand DQF-MQM error classification for machine translation post-editing. Learn accuracy, fluency, terminology categories and severity levels to boost QA efficiency.
MT Quality Estimation: How Machines Automatically Flag Bad Segments
What is quality estimation for machine translation? How it helps translators cut MTPE time by 15-25%, and what automatic quality checks actually can (and can't) do.
Post-editing legal documents: risks and MTPE guidelines
When MTPE works for legal translation and when it doesn't - from contracts to court filings, with ISO standards, quality workflows, and real risks explained for agencies and in-house legal teams.
MTPE for High-Volume Repetitive Jobs: A Scaling Playbook
Scale your translation output 3x with MTPE: glossaries, quality estimation, routing strategies, and real ROI math for agencies handling 100K+ word projects.
MTPE Pricing Calculator: Building Your Agency Rate Card
Step-by-step guide to MTPE pricing models, rate calculation, markup strategies, and building a profitable rate card for your translation agency.
MTPE Pricing Calculator: Building Your Agency Rate Card
From per-word to effort-based: compare MTPE pricing models, real numbers, comparison tables, and step-by-step guide to building a rate card for agencies or freelancers.
Should You Charge Clients Less for MTPE? An Honest Answer
The real numbers on machine translation post-editing (MTPE) pricing. Does charging 50% less make sense? When it's actually profitable, and when it's a trap.
How to Calculate MTPE Productivity Gains with a Pilot Project
Step-by-step guide for translation agencies: measure real MTPE performance on your content, calculate ROI, and decide whether to scale post-editing across your workflow.