AI Translation Academy
13 articles
What AI Translation Actually Does — And What It Cannot
A clear-headed breakdown of LLM translation: what they excel at (speed, volume, pattern recognition) and where they systematically fail (domain accuracy, compliance precision, legal accountability).
The AI + Expert Hybrid Model: How Angel Translation Combines Both
How AI drafting, terminology enforcement, domain expert review and QA audit combine into a single accountable delivery process.
AI vs. Human Translation: A Decision Framework for Procurement Teams
A practical framework for deciding which content goes to AI-assisted workflows and which requires expert-led delivery, based on consequence rather than preference.
Is AI Translation Secure? Data Retention, NDA, and Model Training Explained
What actually happens to your files in an AI-assisted workflow: retention, training use, NDA coverage, and the questions to ask any vendor.
Why AI Translation Is Sometimes Cheaper — And Sometimes Not
Where AI genuinely reduces cost, where it moves cost rather than removing it, and how to read a quote that includes AI in the workflow.
How Translation Memory (TM) Creates a Compounding Quality Advantage
Why terminology and translation memory are assets rather than tooling, and how they change cost and consistency over a multi-year documentation programme.
LISA QA 3.1 Standard: How Translation Quality Is Actually Measured
What a structured QA model checks, why error categorisation matters more than a subjective quality score, and how to read a QA report.
How to Choose a Translation Vendor in the AI Era: 12 Questions to Ask
The questions that actually separate providers now that everyone claims AI capability — and what the evasive answers tell you.
ISO 17100, ISO 18587 and ISO 9001: What Translation Certifications Actually Mean
A plain-English guide to the standards that show up in translation RFPs — what each one certifies, what it does not, and how to read a certification claim.
Why Rush Jobs Go Wrong — and How to Run One That Doesn’t
The failure modes that show up specifically under deadline pressure, and the handful of things that actually keep a fast job accurate.
What Native-Speaker Review Actually Checks (It’s Not Grammar)
The word “native review” gets sold as a quality tick-box. Here is what a good native reviewer is really looking for, and why it is the step that catches the errors that matter.
The Dangerous Part of Machine Translation Isn’t the Errors You Can See
Modern machine translation rarely produces obvious gibberish. It produces fluent, confident output that is sometimes wrong — and fluency is exactly what stops a reviewer from noticing. Why the failure mode changed, and what to do about it.
What the CSA Top 100 ranking actually measures — and what it cannot tell you
CSA Research publishes an annual ranking of the largest language service providers, and it turns up constantly in procurement documents. This sets out what the ranking is based on, what a continuous listing means, and the three questions it does not answer for you.
Industry Solutions Guides
13 articles
Semiconductor
Semiconductor Datasheet Localization: A Complete Terminology Reference
IC datasheets require EDA-background translators. Covers pinout descriptions, electrical characteristics, timing diagrams, and the 30 most frequently mistranslated terms.
EDA Software Localization: From Schematic Capture to Sign-Off
How to localize EDA software interfaces for global markets. UI strings, error messages, help content, and domain-specific terms that general translators consistently mistranslate.
Patent Translation for Semiconductor IP: Protecting Claims Across Jurisdictions
USPTO, EPO, and JPO each have specific drafting conventions. How claim translation errors invalidate IP protection, and what specialist expertise is required.
Life Science
FDA 510(k) Submission Language Requirements: What Reviewers Actually Check
What FDA reviewers look for in translated submissions, terminology inconsistencies that trigger rejection, and why 510(k) translation requires domain expertise.
CE Certification Under MDR and IVDR: Language Compliance Checklist
EU Medical Device Regulation and IVDR requirements for translated technical files, IFU instructions, and Declaration of Conformity. Language requirements for EU27.
IFU Instructions for Use: Why Mistranslation Creates Product Liability Exposure
How IFU translation errors void manufacturer liability protection. Clinical-background translators, ISO 15223 symbol requirements, and native-language review.
Translating for a CTD/eCTD Submission: Where the Language Work Actually Bites
A regulatory submission is not one document to translate — it is a structured dossier where consistency across modules, and against the source data, is the thing reviewers check. What that means for how the translation is run.
Aerospace & UAV
CE Certification Language Requirements for UAV Exports to European Markets
EU regulations require user manuals and safety docs in the official language of every country of sale. Managing 9–24 simultaneous language versions for UAV launches.
Aircraft Maintenance Manual (AMM) Translation: ATA Chapter Standards
EASA requirements for AMM translation, ATA chapter numbering conventions, maintenance terminology alignment with aircraft type certificate documentation.
Why Aircraft Manuals Aren’t Written in Normal English — and What That Means for Translation
Maintenance documentation is often authored in a controlled language, not ordinary English. Translating it as if it were prose defeats the point. What Simplified Technical English is, and how to handle it in and out of the source.
Smart Manufacturing
EU Machinery Directive Language Requirements: Safety Documentation for Robot Exports
EU Machinery Directive requirements for language. ISO 10218 and EN ISO 13849 terminology standards for cobot safety documentation and force-limit specifications.
MES and SCADA Interface Localization: Why Factory Floor Context Matters
Manufacturing execution system UI strings require knowledge of production workflows. How alarm text mistranslation causes operator errors on the factory floor.
Localizing Safety Warnings: The Content You Cannot Afford to Get Approximately Right
Danger, Warning, Caution are not interchangeable — they are a defined hierarchy tied to standards like ANSI Z535 and ISO 3864. Translating warnings as ordinary text is where product-liability exposure hides.
Globalization Playbook
12 articles
Language Market Entry: How to Prioritize Which Markets to Localize First
Not all markets need the same languages at the same time. A framework for prioritizing language investment based on market size, regulatory burden, and competitive position.
Simultaneous Multi-Language Release: How to Ship 20 Languages at Once
How leading tech companies coordinate multi-language product launches without timeline delays. Project management, AI parallelization, and quality control at scale.
Building a Corporate Terminology System: From Ad Hoc to Strategic Asset
How to transform accumulated translations into a term base that reduces cost, improves consistency, and preserves brand voice across all markets.
Cultural Adaptation vs. Translation: When to Go Beyond the Words
For brand content, marketing, and consumer-facing localization: how cultural adaptation differs from direct translation, and when each approach is appropriate.
Global Language Compliance Calendar: Regulatory Deadlines by Market
A market-by-market breakdown of language compliance requirements: EU CE, FDA, NMPA, Japan PMDA, Korea MFDS, and Middle East regulatory language requirements.
Long-Term Localization Partnerships: How to Structure an MSA for Language Services
What a Master Service Agreement for translation covers: rate schedules, quality SLAs, TM ownership, NDA terms, and escalation procedures.
When to Rebuild vs. Update Your Existing Translations
How to audit legacy translations for quality and consistency. Decision criteria for re-translation vs. TM-leveraged updates. Cost modeling for both approaches.
Content Globalization for Short Drama, Animation, and Games: A Workflow Guide
The unique requirements of AV localization: subtitle timing, dubbing coordination, platform format specs, and cultural QA for entertainment content.
Building a Termbase From a Live Project — and Knowing When to Freeze It
A working termbase is not written up front — it grows during the project, out of the terms that actually cause trouble. Why it is hard, where it goes wrong, and what a buyer should ask a vendor for.
Back-Translation: What It Actually Proves, and What It Doesn’t
Back-translation is often treated as proof a translation is correct. It isn’t — it’s a narrow check for one class of error. Here is where it helps, where it misleads, and what to run alongside it.
When Not to Translate: Building a Do-Not-Translate List That Holds Up
Some content should stay in the source language — product names, regulated identifiers, code-coupled strings. These are not translation-quality failures but scoping failures, and their cost usually becomes visible only after the first incident.
The Query Sheet: The Cheapest Quality Tool Most Teams Waste
The questions a translator asks mid-project are a signal, not an interruption. Handled well, the query sheet is the most cost-effective quality mechanism you have. Handled badly, it goes silent — and silence is expensive.