The World’s Most Accurate  Arabic Voice AI model

The #1 ranked Arabic ASR model worldwide.

Munsit delivers industry-leading Arabic Speech-to-Text and Text-to-Speech, powering real-time transcription, voice interaction, and content creation across the Arab world.

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Key Features

Start with these core features. More coming soon.

Individuals

Turn your voice notes into text instantly

Go to Munist App

Businesses

Integrate Arabic transcription into your workflows

Go to Munist App
Introducing Munsit

Munsit is a complete Arabic Voice AI suite that converts speech into text and text into Arabic voice. It powers both the Munsit app for individuals who want instant transcription and the Web-platform for organizations that demand accuracy, compliance, and control.

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Enabling sovereign Arabic-first AI

Munsit is CNTXT AI’s breakthrough in Arabic voice technology. A next-generation Voice AI model built from the ground up in the UAE to capture the full richness and complexity of Arabic.

One Arabic AI System,
Two Paths

Whether you’re capturing thoughts on the go or transcribing thousands of calls a day, Munsit adapts to you, delivering speed, precision and reliability.

Individuals

Turn your voice notes into text instantly

Go to Munist App

Businesses & Governements

Integrate Arabic transcription into your workflows

Learn More
Benchmark

The leader in Arabic
speech-to-text performance

Munsit delivers the highest results across all major Arabic Automatic Speech Recognition benchmarks, outperforming top-tier models like Whisper (OpenAI), SeamlessM4T (Meta) and Nvidia Conformer.

Arabic Speech-to-Text Accuracy Benchmark

Model accuracy (%) measured by average Word Error Rate (WER)

% of accuracy
73.32
Lowest Word error rate (WER) across six industry-standard Arabic datasets.

Independently evaluated on SADA, Common Voice, MASC (clean), MASC (noisy), Casablanca, and MGB-2 Arabic benchmarks.

WER
Unifying the Arabic Voice

Built for Every Voice

From Gulf and Levantine to North African and Egyptian Arabic, Munsit captures every nuance of the language.

المصرية
الإماراتية
الشامية
المغربية
المغربية
اليمنية
العراقية
الشامية
الجزائرية
الشامية

25+ dialects
supported

#1 for Arabic Speech

Why Munsit Leads the Way

Most ASR models struggle with Arabic. Munsit was built for it.

30,000 hours

Most ASR models struggle with Arabic. Munsit was built for it.

Robust across 25+ dialects

From the Arabic-speaking world

Conformer architecture

Optimized for Arabic speech

Measured for real-world accuracy

Benchmarked against 6 standard benchmarking datasets

Dialect-agnostic processing

That adapts to regional variations

Performs in clean and noisy conditions

With consistent accuracy across devices and recording environments

Research Foundation

How We Trained the Best Arabic Speech Model

The science behind Munsit was developed through large-scale Arabic speech research, extensive testing, and peer validation.

30,000 hours

From 30,000 hours of raw Arabic audio, we extracted 15,000 hours of high-quality training data using automated filtering.

Multi-Model Hypothesis Generation

Multiple ASR systems generate candidate transcriptions — we select the most consistent and linguistically sound.

Rigorous Quality Control

We apply perplexity-based filtering and agreement scoring to retain only grammatically correct, high-confidence samples.

Use Cases

How It Adapts to Every need

One core engine. Limitless applications.

B2C

Empowering students, creators, and professionals. Instantly convert your spoken words into accurate text for study notes, subtitles, or content creation.

B2B

Transforming industries through voice AI.
Automate transcription, monitoring, and compliance in sectors like media, government, finance, and healthcare.

AI Voice Agents

Enable Arabic AI voice agents that understand and respond across dialects, powering customer support, virtual assistants, and conversational interfaces.

Meeting

Transforming industries through voice AI.
Automate transcription, monitoring, and compliance in sectors like media, government, finance, and healthcare.

Voice Agent

From real customer calls to automated support flows, deploy Arabic voice agents that understand and respond in 25+ dialects.

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Meeting Transcription & Note-Taking

Capture Arabic speech from meetings — across multiple dialects — and generate accurate, real-time transcripts and actionable meeting notes.

Talk with an expert
Arabic Dialect Unification & Translation

Convert spoken Arabic — across multiple dialects — into a unified target dialect or English, with high transcription and translation accuracy.

Comming soon...
SECURITY & COMPLIANCE

Security Without Compromise

CNTXT AI applies rigorous, transparent security practices to protect your most critical data and AI operations.

Trusted Provider

Transparent security practices and comprehensive risk management ensure you have complete visibility into how we protect your data.

Your data stays yours

Maintain full control of your data with built-in sovereignty and support for local compliance frameworks.

AICPA
ISO
GDPR
HIPPA
REACH ISO
Sprinto
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How You Can Deploy Munsit

Cloud API
On-Premises Deployment
Enterprise-grade security
API Integration

Add Arabic STT/TTS to apps and workflows fast.

On-Prem

Full control for sensitive or
classified workloads.

Sovereign Cloud

Regionally hosted with
enterprise SLAs.

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