Vocare, a technology startup based in Adelaide, is enhancing its speech recognition models through the use of advanced AI infrastructure, thanks to a GIGABYTE AI TOP ATOM system. This development comes after Vocare won the system in a competition at SouthStart 2026, allowing the company to train its models in-house without the need for costly cloud-based computing. Since April 2026, the hardware has facilitated model development, testing, and live speech assessments.
Founded by linguist Seshnie Taylor in 2025, Vocare focuses on creating speech AI solutions tailored for multilingual workers in aged care and disability support. The company’s technology is designed to improve communication between care providers who speak English as a second language and the individuals they assist. During a 42-day pilot with a provider, a participant’s pronunciation score improved significantly from 33.8% to 72.2% after completing a targeted exercise multiple times.
Initially, Vocare relied on the Australian Institute for Machine Learning (AIML) for engineering assistance, but after the collaboration ended in March 2026, the company needed a cost-effective solution for ongoing model training. The GIGABYTE AI TOP ATOM, supplied through XENON, was an ideal fit, offering 128GB of unified memory and 4TB of NVMe storage. This setup allows Vocare to maintain control over sensitive workplace recordings by keeping them on local infrastructure rather than transferring them to external cloud services.
The importance of accessible AI infrastructure is underscored by Vocare’s experience, as it allows early-stage companies to experiment and innovate rapidly. Linh Ung, a Machine Learning Engineer at Vocare, noted that owning the hardware has accelerated experimentation, enabling new ideas to be tested swiftly without reliance on third-party cloud APIs.
In recognition of its impact, Vocare’s founder Seshnie Taylor received the Social Impact Award at the Women in Innovation Awards in Adelaide on November 6, 2026. This accolade came with a $20,000 FoundHer Launch Grant, one of five awarded from 246 applications, aimed at supporting the company’s growth among multilingual workers in aged care and disability support sectors. Vocare is exploring expansion opportunities in New Zealand, Canada, and the United Kingdom, emphasizing improved workplace communication to enhance staff retention.
About Vocare
Vocare (Vocare Speech Australia Pty Ltd) is an Adelaide company that helps multilingual frontline care workers speak English with clarity and confidence. Founded in 2025 by linguist Seshnie Taylor, it combines AI-powered pronunciation practice with face-to-face workshops for aged care and NDIS disability support providers. Its mission is to help as many skilled migrants as possible to speak with clarity and confidence in the care sector. Learn more at https://vocare.com.au/
About XENON
XENON designs, builds and supports high-performance computing, AI Factories, AI systems and data storage infrastructure for people solving the world’s most demanding problems. Since 1996, XENON has engineered the systems behind some of Australia’s hardest workloads, from training AI models and sequencing genomes to rendering feature films and executing trades in microseconds. From its Melbourne headquarters and Singapore office, XENON partners with research institutions, universities, government, defence and enterprise customers in Australia and around the world. Build Beyond Limits. Learn more at https://xenon.global/
About GIGABYTE
GIGABYTE is an enabler of next-generation computing, building a foundation for technology innovations that is robust, optimized, trustworthy, versatile, and accessible. Together with a global ecosystem of partners, we translate emerging technologies into real-world impact—accelerating AI adoption, advancing sustainable computing, and empowering businesses, communities, and individuals to unlock the full potential of computing. GIGABYTE. Upgrade Your Life. Learn more about Gigabyte.
Jon Tinberg
XENON Systems Pty Ltd
+61 3 9549 1111
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