cApStAn Linguistic Quality Control published a paper by Margaret Mitchell, Avijit Ghosh, PhD, Samir Passi, and Alexandra Sasha Luccioni arguing that autonomous AI agents push humans out of the workflow altogether.

At cApStAn, we engineer equivalence. We determine when to rely on human expertise and when to leverage AI driven workflows. We provide end-to-end localisation and linguistic quality assurance (LQA) for sensitive, high-stakes content - from design to delivery. Our bespoke workflows combine advanced technology, specialised linguists, and flexible processes to meet diverse project needs across sectors such as: 🌍 International Assessments & Surveys 📊 Market & Social Research 🎓 Education, Skills & Certification 🤝 NGOs & International Organisations 💼 Talent Management and Psychometric Assessments We’re trusted by global partners including OECD/PISA, UNESCO, UNICEF, and other leading institutions. Our offerings include: • Linguistic Quality Assurance (LQA) across a project’s full lifecycle — from design through production. • Bespoke translation workflows, combining advanced technology, flexible processes and specialised translators to meet budget/timeline constraints. • Quality evaluation and benchmarking, including professional neural machine-translation engines and language models. • Connectivity and interoperability: cApStAn’s tech team can enable an end-to-end workflow from a content repository to a secure translation environment and back.