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    ElevenLabs Launches Real-Time Voice AI Models With Up to 98.8% Speech Reasoning Accuracy

    ElevenLabs Launches Real-Time Voice AI Models With Up to 98.8% Speech Reasoning Accuracy

    ElevenLabs’ new models combine speech recognition, turn-taking, and speech generation into a single system for building voice agents.

    ElevenLabs Launches Real-Time Voice AI Models With Up to 98.8% Speech Reasoning Accuracy
    Siddharth Jindal··Updated OCTOBER 21, 2026, 11:32 AM
    5 min

    ElevenLabs has launched Eleven Realtime, a family of speech-to-speech models for building voice agents, with two variants for different workloads, as the company looks to simplify the development of conversational AI systems.

    Eleven Realtime v1 Mini targets applications such as AI assistants, teachers, and interactive characters, while Eleven Realtime v1 Max targets customer support, lead qualification, and workflows involving multiple steps.

    The two models give developers a choice between cost and capability requirements. Mini is positioned for applications where conversational interaction is the primary requirement, while Max targets tasks that demand stronger reasoning and tool use.

    Both models support more than 90 languages and can use any of the more than 17,000 voices in the ElevenLabs library. The models combine speech recognition, turn-taking, voice activity detection, and speech generation into a single system.

    “You shouldn’t have to become a configuration expert to build a voice agent that sounds natural,” the company said in its announcement.

    ElevenLabs said the models address challenges such as determining when to respond after a pause, handling interruptions and coordinating voice output with the underlying model.

    In independent evaluations by Artificial Analysis across three public benchmarks, Eleven Realtime v1 Max outperformed Mini on speech reasoning and tool-use tasks.

    On Big Bench Audio, which evaluates reasoning through spoken questions and answers, Max answered 98.8% of questions correctly, compared with 75.9% for Mini.

    Max also recorded an average time to first audio of 0.57 seconds, while Mini took 0.62 seconds, suggesting higher accuracy.

    However, Mini scored higher on Full-Duplex-Bench, which evaluates conversational dynamics, including pauses, interruptions, turn-taking and backchannels. It scored 95.8%, compared with 94.1% for Max.

    In the Speech Agent Arena, which compares models through blind live conversations based on human preferences and task success, Max scored 998, while Mini scored 988.

    The gap was wider on tool-use tasks. Max completed 87.1% of these tasks, compared with 60.3% for Mini. ElevenLabs recommends Max for applications that rely heavily on tool calling and multi-step workflows.

    Compatible with OpenAI’s Realtime API

    ElevenLabs is also targeting developers already building voice agents using OpenAI's Realtime API. Eleven Realtime follows OpenAI’s Realtime specifications, allowing developers to switch to ElevenLabs by changing the API endpoint and model name in their existing integrations.

    The API connects through WebSockets and supports OpenAI’s SDK. However, developers using WebRTC integrations will need to move to WebSockets to use the service.

    Developers can also access the models through ElevenAgents, the company’s agent platform, which provides deployment across phone, web, WhatsApp, and contact centre channels. The platform includes workflows, knowledge bases, guardrails, testing, and monitoring tools.




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