Speech recognition datasets hold the key to the development of voice-based applications of a modern day. From increasing accuracy during transcription to providing a means for real-time translations, datasets are gateways into fully delivering on the prowess of speech recognition technology. Dedicated companies such as Globose Technology Solutions GTS.ai work hard to ensure data compliance with high standards, enabling businesses to build innovative solutions. The continuous dissemination of speech recognition data throughout history has only increased the further need to compile comprehensive and diverse datasets so that users can access smarter, more malleable, and user-friendly speech recognition systems.