GetTranslated.AI
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#Engineering Management

9 min read

Continuous Localization vs. One-Shot ChatGPT: What Breaks When You Treat AI Translation as a One-Time Task

Pasting strings into ChatGPT before each release works until it doesn't — and the failure is cumulative, not sudden. This post details six structural breakdowns that compound across releases when you treat AI translation as a one-time task rather than a continuous workflow, and provides a practical framework for deciding when to make the switch.

5 min read

How Teams Decide It’s Time to Stop Managing Localization In-House

Teams rarely decide all at once to replace their localization setup — they circle the decision as friction accumulates. Warning signs include translation fixes that resurface after regeneration, engineers editing copy in languages they don't speak, and CI failures that include localization issues. The real decision isn't about tools or features, but whether teams want to continue owning correctness, validation, and long-term maintenance of their localization system.