Glossary-Augmented Generative AI for Enterprise Translation

Abstract

Global enterprise operations can experience inefficiencies and service delays from language-siloed support queues, while generic machine translation tools may lack the context to handle enterprise-specific terminology. A system and method can facilitate multilingual communication by integrating a generative artificial intelligence model within enterprise workflow platforms, such as customer relationship management systems. The framework can programmatically retrieve a curated, enterprise-specific glossary and inject it into a translation prompt sent to the model. This technique grounds the model, instructing it to prioritize an organization\u27s specific lexicon for a given translation. The approach can produce translations that are both linguistically fluent and terminologically consistent, which may help to create more unified service models and reduce reliance on language-specific support agents

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Technical Disclosure Common

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Last time updated on 14/01/2026

This paper was published in Technical Disclosure Common.

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Licence: http://creativecommons.org/licenses/by/4.0/