Unconstrained machine translation focused on fluency rather than consistency.
Casual content or creative, conversational material.
Terminology drift, inconsistent phrasing, and hard-to-review results at scale.
Terminology control with predictable output and professional consistency.
Manual translation by professional translators.
High-stakes creative content or small-volume projects.
High cost, slower turnaround, and limited scalability.
Automated at scale with consistent terminology and faster iteration.
External platforms providing translation and localization services.
Outsourced workflows and non-sensitive content.
Requires data upload, less control over terminology, and ongoing service fees.
Fully local processing with deterministic rules and tight subtitle workflow integration.