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High cost of human-based interpretation and translation services, which can cost $0.30 to over $1.50 per minute depending on the language.

Integrating multiple data sources required custom connectors, increasing development time and complexity.

Significant effort was needed to refine AI models, as early versions produced errors and hallucinations that affected translation quality.

Low throughput and efficiency, where the reliance on human translators caused delays, making real-time communication impossible, as it was an "80% human treatment" industry

AI struggled with complexities, including language nuances such as gender identification, cultural context (e.g., no direct “you” in Japanese), and words with multiple meanings, leading to inaccurate translations

To control costs, the system required manual language selection instead of automatic detection, adding friction to the user experience.
A fast-growing translation technology company was hitting scalability limits. Its “Uber for Translators” model still relied heavily on human interpreters—driving up costs and slowing real-time communication. With over 200 languages supported, the company needed a breakthrough to stay competitive.
A5E Consulting partnered with the client to reimagine its translation platform using generative AI. By combining LLM-based translation with optional human oversight, the team built a hybrid system capable of delivering 95%+ accuracy at a fraction of the cost. Legacy issues—like handling gender nuance, cultural context, and fragmented inputs—were addressed through custom model tuning and a centralized “Model Context Protocol.”
The result was nothing short of amazing. What previously cost $1.50/min now became a flat monthly fee under $100. Customers could engage in multilingual conversations, access AI-based proofreading, and rely on seamless real-time interpretation across devices—all through a simple QR-based interface.
Key Outcomes:
Discover how A5E helped this global language tech company with GenAI.
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Explore the seamless integration and unparalleled capabilities of SAP S/4HANA, empowering us to navigate complexities, enhance agility, and achieve unparalleled operational efficiency in landscape of beverage manufacturing in the MENA region.
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