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AssemblyAI

The most accurate streaming speech model for voice agents.

2026-03-04

Product Introduction

  1. Definition: AssemblyAI Universal-3 Pro Streaming is a real-time speech-to-text (STT) API designed for voice agents and conversational AI applications. It transcribes audio streams with sub-200ms latency while detecting entities, speaker roles, and multilingual code-switching.
  2. Core Value Proposition: It solves accuracy gaps in noisy environments and complex dialogues—critical for industries like healthcare, finance, and contact centers—by combining disfluency capture, dynamic prompting, and entity recognition in one API.

Main Features

  1. Real-Time Entity Detection: Identifies and transcribes high-stakes data (credit cards, emails, medical terms) using context-aware NLP. Operates at 16.7% missed entity rate—35% lower than competitors like Deepgram Nova-3.
  2. Dynamic Keyterms Prompting: Boosts domain-specific vocabulary (e.g., "Ramipril," "Glicoside") mid-conversation via turn-by-turn API parameters. Unlike static systems (e.g., OpenAI GPT-4o), it adapts to evolving contexts.
  3. Speaker Diarization with Roles: Labels speakers by function (e.g., [Speaker:NURSE]) using real-time audio segmentation. Supports seamless interruption handling—essential for call centers and clinical evaluations.
  4. Code-Switching Support: Preserves bilingual speech patterns (e.g., English/Spanish mixes) without translation loss. Uses language_detection flags to retain phrases like "I was hablando con mi manager."
  5. Disfluency Tagging: Captures fillers ("um"), repetitions ("I-I"), and restarts via verbatim prompts. Critical for psychological assessments or conversational AI training datasets.

Problems Solved

  1. Pain Point: Traditional STT models fail in telephony/noisy settings, missing 25%+ of entities (emails, policy numbers). Universal-3 Pro reduces errors by 40% in these scenarios.
  2. Target Audience:
    • Voice Agent Developers: Building IVR systems or AI assistants (e.g., Twilio/LiveKit integrations).
    • Clinical Teams: Needing verbatim medication/dosage transcripts for EHRs.
    • Contact Centers: Requiring real-time analytics on customer complaints or compliance.
  3. Use Cases:
    • Transcribing clinical histories with 100% disfluency retention.
    • Detecting non-speech events (e.g., [beep]) in voicemail systems.
    • Processing multilingual support calls with speaker-role attribution.

Unique Advantages

  1. Differentiation: Outperforms Deepgram, Azure, and GPT-4o in entity recognition (34.3% lower error on emails/URLs) and speaker diarization. Offers unlimited concurrency without rate limits—unlike Azure’s usage caps.
  2. Key Innovation: Patent-pending "promptable" architecture allowing runtime adjustments (e.g., adding keyterms_prompt: ["Kelly Byrne-Donoghue"] to fix proper noun spelling mid-stream).

Frequently Asked Questions (FAQ)

  1. How does AssemblyAI handle accented speech in noisy environments?
    Universal-3 Pro uses noise-robust acoustic models and context buffering to maintain 8.14% word error rate (WER) in call center audio—beating Amazon Transcribe (15.2% WER).

  2. Can I use real-time prompts for industry-specific terminology?
    Yes. Inject dynamic keyterms (e.g., drug names or policy IDs) via API during streaming sessions, boosting accuracy for niche domains like healthcare or finance.

  3. What languages support full diarization and entity detection?
    English, Spanish, German, French, Portuguese, and Italian include all features. 99+ additional languages cover basic transcription.

  4. How does speaker role labeling improve voice agent performance?
    Assigning roles (e.g., [Agent]/[Customer]) enables context-aware routing and analytics, cutting support ticket resolution time by 90% (as seen in Siro’s case study).

  5. Is AssemblyAI compliant for medical data transcription?
    Yes. Clinical history mode captures disfluencies/dosages verbatim, adhering to HIPAA via PII redaction and SOC 2-certified infrastructure.

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