How does text-to-speech AI (TTS) work?

How does text-to-speech AI (TTS) work?

GeorgiaBrooker
November 20, 2024 • 5 minutes

[Updated] Originally posted on August 31, 2023

In the current technological climate, it can sometimes feel like once-farfetched ideas have suddenly burst into the mainstream. One of the hottest topics of late is text-to-speech technology (also known as speech synthesis or voice AI) — when did we suddenly become able to dictate things to our devices? What is this wizardry?

If the thought of text-to-speech artificial intelligence (AI) and AI-generated voice recordings boggles your mind, don’t stress — we’re here to demystify the mechanics behind this amazing innovation. This article will take you through all things for AI synthesizing speech, from how it works to how it can work for you.

What is text-to-speech?

As the name hints, text-to-speech (TTS) is a technology can convert written text into spoken language. It gives computers, devices, and applications the ability to generate speech with humanlike voices from textual input. This technology plays a crucial role in bridging the gap between written content and auditory communication, making digital information more accessible, interactive, and easily digestible for folks all around the world. Voice technology also adds another layer of humanity to AI interactions, as this speech software is designed to mimic conversational tones. Voice AI is a powerful tool for automation — albeit warmer, smarter, and with a more human touch.

Is text-to-speech AI?

Yes, TTS systems rely on AI, machine learning, and neural networks to function. The AI converts the input text to time-aligned features, providing a voice output that mimics the characteristics of human speech, including natural accents, styles, and speech patterns. TTS has become much more sophisticated over the years thanks to AI, compared to the early days when everything sounded inhuman and robotic.

How does text-to-speech conversion work?

Text-to-speech AI operates using a multi-step process that involves linguistic analysis and speech synthesis. When a text input is provided, the voice AI system breaks down the text into its linguistic components — we’re talking words, punctuation, and sentence structure. Once the bare bones are down, it determines the more human aspects of each word to generate speech, including its pronunciation, stress, and intonation patterns that can help mimic a natural sounding voice.

The AI system uses deep learning techniques, particularly neural networks, to model the relationships between linguistic elements and their corresponding acoustic features. These models learn from vast amounts of text and audio data, allowing them to generate lifelike AI voices and speech patterns. Recurrent neural networks (RNNs) and transformer-based architectures, like GPT (Generative Pre-trained Transformer), are the two main stars of the show.

How effective is an AI voice generator?

Thanks to the explosion of artificial intelligence in popularity and general use, text-to-speech has become more effective than ever before. Big advancements in deep learning have led to improved linguistic analysis and acoustic modeling, so the synthesized AI voices that take care of the “speech” part of the equation more closely resemble the natural human voice. While even the best AI voice generator can still sound a bit robotic at times, it can excel in clarity, prosody, and multilingual capabilities — so that AI twang is a small trade-off.

Benefits of text-to-speech AI for business

AI text-to-speech isn’t just for creating realistic AI voices. The tech has a huge range of benefits across multiple use cases:

Unlocking the world of AI voice chat

When it comes to text-to-speech tech and AI voice generators, there are three things you should consider — trustworthiness, currency, and humanity. LivePerson has been creating AI solutions that prioritize people, with an emphasis on staying ahead of the curve with research and innovation. Their AI chatbot and other conversational AI solutions allow you to create a tailored product for your business, whether it’s for streamlining internal processes or assisting with customer interactions.

In fact, LivePerson has integrated Voice AI capabilities for enterprises beyond TTS. Their Voice to Digital omnichannel solutions enable businesses to digitize voice interactions for more efficient, personalized service.