AI Engine Operation
(Client AI, Third-Party MT, or 1-StopAsia MT Engines)
We work with domain-trained MT models, enterprise LLMs, public NMT systems, client-side environments, and hybrid setups. We perform AI model benchmarking, LLM evaluation services, and AI translation quality estimation to benchmark, select, configure, and monitor performance for each use case.
Light Post-Editing
(Efficiency Mode)
For high-volume or internal content we correct only critical issues like mistranslations, terminology deviations, grammar, clarity, and structural coherence.
post editing of AI-generated content
early-stage AI translation review services
The end goal is for you to have usable output at maximum speed.
Full Post-Editing
(Quality Mode)
For customer-facing, regulated, or high-impact content, we highly recommend this model, where we refine tone, phrasing, fluency, domain terminology, and market-fit across Asian languages. Here we aim for the best of both worlds e.g. human-quality content with AI acceleration.
AI Validation
(Independent Linguistic Audit)
AI hallucination detection
machine translation validation
domain terminology alignment
variant correctness across Asian languages
AI QA scoring using ISO-aligned standards
Hybrid AI + Human Pipeline
We run MT/LLM + Post-Editing + Validation as one controlled MT/LLM hybrid pipeline, fully integrated into your TMS, CMS, or custom environment. This is the core of our AI localization workflows, ensuring predictable AI behavior over time.