We evaluated a lot of TTS providers before making Fish Audio the default in InsForge’s model gateway. It came down to quality, speed, and reliability — and Fish Audio checked all three. Now we’re running it across 15,000+ developers and over 1B tokens/month, and it’s been rock solid. The thing that stands out most is the model quality — you can tell there’s real research depth behind it. And the team ships fast and stays close to partners, which matters a lot when we’re scaling.
Fish Audio Live 3 is a full-duplex voice model, which means it keeps listening while it speaks. That’s the difference between a voice agent that feels like a phone menu and one that feels like a conversation.
Most voice agents work as a pipeline of separate parts for speech recognition, reasoning, speech generation and turn-taking. Fish Audio built conversational timing into the speech model itself. Per Fish Audio, it trained on real human conversations, so the model learned when to acknowledge, wait, respond or stop, not from hand-written rules. As CEO Rissa Cao puts it, “We think a model should learn this from real conversations, the same way language models learn grammar.”
What that looks like in a call:
Short acknowledgments like “mm-hmm” and “okay”, including reading digits back in chunks
Not stopping when the caller says “yeah” during an explanation
Stopping and making room when the caller has a new request
Waiting through a self-correction, like changing an order, instead of answering early
Leaving space when someone is still mid-phone-number
Speed: Fish Audio says Live 3 can decide to respond in as little as 186 milliseconds. That’s the only number in the announcement, and it’s the time to decide to respond, not end-to-end latency. There are no comparisons with other voice models.
A separate reasoning layer handles your agent’s instructions and tools. You build that, and Live 3 handles the conversational rhythm.
It’s available on the Fish Agent Platform and through the API, and enterprises can deploy it on-premises. Live 3 speaks English only at launch. The post doesn’t mention pricing or voice options, so check the pricing page and docs.
Good fit if you’re building phone or voice agents for things like orders, bookings or support, where timing and interruptions matter as much as the words.