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Description

Inworld Realtime STT is a streaming API for speech-to-text that captures more than just spoken words. This innovative tool merges low-latency speech recognition with voice profiling capabilities, allowing it to analyze emotions, vocal style, accent, age, and pitch from raw audio inputs, which enhances the responsiveness and expressiveness of downstream LLMs and TTS systems. Developers have the flexibility to stream audio in real time, transcribe entire files, or gather voice profile signals via a single, comprehensive API. The system features real-time bidirectional streaming over WebSocket, synchronous transcription for complete audio files, and offers voice profile signals for each streaming segment, all while supporting multiple providers through one model ID. Each audio segment provides a dynamic profile of the speaker, complete with confidence scores, equipping LLMs with structured context that indicates the emotional state of the user, such as whether they sound sad, frustrated, soft-spoken, high-pitched, or calm. This capability allows for a more nuanced interaction, enriching the user experience by adapting responses to the speaker’s emotional tone and vocal characteristics.

Description

Voxtral Mini Transcribe 3, developed by Mistral AI, is an advanced speech-to-text model that transforms audio recordings into written transcripts via an API. Developers have the ability to submit audio files for bulk transcription, receiving text that includes timestamps and identifies different speakers. It provides support for transcription in multiple languages, incorporates speaker diarization, and allows for context biasing, enabling applications to introduce specific names or specialized terminology to enhance recognition accuracy. This model is specifically tailored for developers who are creating applications and audio workflows that require making recorded speech easily searchable, attributing dialogue to specific speakers, or synchronizing transcript segments with their corresponding audio. Teams can access the model through Mistral's hosted API, seamlessly integrating the resulting output into their software solutions, including transcription workflows and voice-responsive services. Unlike typical recording or editing applications, this offering is focused solely on the model and API functionalities. Furthermore, its capabilities make it a valuable asset for various industries aiming to streamline their audio data management processes.

API Access

Has API Yes 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

No images available

Integrations

No details available.

Integrations

No details available.

Pricing Details

Free
Free Trial No 
Free Version Yes 

Pricing Details

$0.0035/min
Standard input is $0.0035 per audio minute; cached input is $0.00035 per minute.
Free Trial No 
Free Version No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

Inworld

Founded

2021

Country

United States

Website

inworld.ai/speech-to-text

Vendor Details

Company Name

Mistral AI

Founded

2023

Country

France

Website

docs.mistral.ai/models/voxtral-mini-transcribe-3-0

Product Features

Product Features

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