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What is MAI-Transcribe-2?

MAI-Transcribe-2 stands as the apex of Microsoft AI's transcription technology, meticulously designed to deliver swift and accurate speech recognition in a variety of real-world audio settings. The model boasts functionalities such as speaker diarization, which allows it to distinguish among speakers and attribute dialogue accurately, along with providing word-level timestamps that enhance alignment, searching, navigation, and editing capabilities. It also incorporates keyword biasing to boost the recognition accuracy of specialized terminology, abbreviations, and names that might otherwise be difficult to discern in context. Developers can choose from various transcription styles, including a verbatim option that captures filler words and false starts for comprehensive analysis and compliance, or a clean option that omits these elements for clearer captions and more polished published transcripts. Moreover, the model is skilled at managing code-switching, effortlessly shifting between languages in conversations, and it can even handle mixed language combinations like Hinglish and Spanglish, all while automatically detecting the spoken language. This adaptability not only enhances usability but also positions MAI-Transcribe-2 as an indispensable asset in multilingual environments and diverse applications. Consequently, its innovative features cater to the evolving demands of transcription across industries.

What is Gemini 3.1 Flash-Lite?

Gemini 3.1 Flash-Lite is Google’s latest high-performance AI model optimized for large-scale, cost-sensitive workloads. As the fastest and most economical model in the Gemini 3 lineup, it is built to support developers who require rapid responses and predictable pricing. The model’s pricing structure—$0.25 per million input tokens and $1.50 per million output tokens—positions it as an efficient solution for production-grade deployments. It demonstrates a 2.5x faster time to first answer token compared to Gemini 2.5 Flash, along with a 45% improvement in output speed. These latency gains make it especially suitable for real-time applications and interactive systems. Performance benchmarks reinforce its competitiveness, including an Arena.ai Elo score of 1432 and strong results across reasoning and multimodal understanding tests. In several evaluations, it surpasses comparable models and even exceeds earlier Gemini generations in quality metrics. Developers can dynamically adjust the model’s “thinking levels,” offering control over reasoning depth to balance speed and complexity. This adaptability supports a wide spectrum of tasks, from high-volume translation and content moderation to generating complex user interfaces and simulations. Early adopters have reported that the model handles intricate instructions with precision while maintaining efficiency at scale. The model is accessible through the Gemini API in Google AI Studio and via Vertex AI for enterprise deployments. By combining affordability, speed, and adaptable intelligence, Gemini 3.1 Flash-Lite delivers scalable AI performance tailored for modern development environments.

Media

Media

Integrations Supported

Android Studio
C++
ClickUp Brain
Dyad
Elixir
Gemini
Gemini 3.1 Flash TTS
Gemini Enterprise Agent Platform Notebooks
Google AI Studio
Google Cloud Platform
Julia
Manus AI
Nano Banana 2
Nano Banana Pro
OpenTag
Revise
Scala
Skymel
Springhub
Transor

Integrations Supported

Android Studio
C++
ClickUp Brain
Dyad
Elixir
Gemini
Gemini 3.1 Flash TTS
Gemini Enterprise Agent Platform Notebooks
Google AI Studio
Google Cloud Platform
Julia
Manus AI
Nano Banana 2
Nano Banana Pro
OpenTag
Revise
Scala
Skymel
Springhub
Transor

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided
Free Version
Free Trial Offered?

Pricing Information

Pricing not provided
Free Version
Free Trial Offered?

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Microsoft AI

Date Founded

2024

Company Location

United States

Company Website

microsoft.ai/news/mai-transcribe-2-is-the-fastest-most-accurate-and-cheapest-speech-recognition-model-in-the-world/

Company Facts

Organization Name

Google

Date Founded

1998

Company Location

United States

Company Website

gemini.google.com

Categories and Features

Transcription

AI / Machine Learning
Annotations
Audio/Video File Upload
Automatic Transcription
Collaboration Tools
File Sharing
For Manual Transcription
Full Text Search
Multi-Language Support
Natural Language Processing (NLP)
Playback Controls
Speech Recognition
Subtitles
Text Editor
Timecoding

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