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features
design
support

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Description

Gemini 3.1 Flash-Lite represents Google’s newest addition to the Gemini 3 family, built specifically for speed and affordability at scale. Engineered for developers managing high-frequency workloads, the model balances performance and cost efficiency without sacrificing quality. It is competitively priced at $0.25 per million input tokens and $1.50 per million output tokens, making it accessible for large production deployments. Compared to Gemini 2.5 Flash, it delivers substantially faster responses, including a 2.5x improvement in time to first token and a 45% boost in output speed. Benchmark evaluations show strong results, with an Elo score of 1432 and leading scores in reasoning and multimodal understanding tests. The model rivals or surpasses similarly tiered competitors while even outperforming some previous-generation Gemini models. A key feature is its adjustable reasoning control, enabling developers to fine-tune how much computational “thinking” is applied to each request. This flexibility makes it ideal for both lightweight tasks like translation and more complex use cases such as dashboard generation or simulation design. Early enterprise adopters have praised its ability to follow instructions accurately while handling complex inputs efficiently. Gemini 3.1 Flash-Lite is currently rolling out in preview within Google AI Studio and Vertex AI for enterprise customers.

Description

MAI-Transcribe-1.5 represents Microsoft AI’s advanced speech-to-text solution, expertly converting challenging audio into precise, contextually relevant transcripts in 43 different languages. This model ensures reliable and high-accuracy transcription that accommodates various languages, accents, speaking styles, and difficult audio environments, incorporating automatic language detection for added convenience. It is expertly crafted to handle real-world audio scenarios, such as those found in conference rooms, over phone calls, in bustling streets, and even from low-quality recordings that might include background noise or overlapping dialogue. Furthermore, MAI-Transcribe-1.5 is tailored to understand and utilize domain-specific language, making it incredibly useful for tasks like captioning, call analysis, enhancing accessibility, transcribing meetings, recording doctor’s notes, managing pharma customer interactions, and streamlining content workflows, all without requiring extensive setup. The model leverages contextual biasing to enhance its comprehension of specialized vocabulary, names, and industry-specific jargon that standard transcription systems often overlook, ensuring that users receive the most accurate and relevant transcripts possible. By seamlessly integrating into various enterprise applications, it significantly enhances productivity and communication efficiency in professional settings.

API Access

Has API Yes 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

Agent Platform Vision Yes 
AiAssistWorks Yes 
Android Studio Yes 
Biela.dev Yes 
Brokk Yes 
CSS Yes 
Claw Code Yes 
Dyad Yes 
Gemini Yes 
Gemini Enterprise Agent Platform Yes 
GitHub Copilot Yes 
Google AI Studio Yes 
Google Cloud Platform Yes 
Imagen 4 Yes 
Java Yes 
Jules Yes 
Kotlin Yes 
Rust Yes 
TypeScript Yes 
Visual Basic Yes 

Integrations

Agent Platform Vision No 
AiAssistWorks No 
Android Studio No 
Biela.dev No 
Brokk No 
CSS No 
Claw Code No 
Dyad No 
Gemini No 
Gemini Enterprise Agent Platform No 
GitHub Copilot No 
Google AI Studio No 
Google Cloud Platform No 
Imagen 4 No 
Java No 
Jules No 
Kotlin No 
Rust No 
TypeScript No 
Visual Basic No 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Pricing Details

No price information available.
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 Yes 

Types of Training

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

Types of Training

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

Vendor Details

Company Name

Google

Founded

1998

Country

United States

Website

gemini.google.com

Vendor Details

Company Name

Microsoft AI

Founded

2024

Country

United States

Website

microsoft.ai/news/mai-transcribe-1-5more-accurate-context-aware-and-built-for-production/

Product Features

Transcription

AI / Machine Learning No 
Annotations No 
Audio/Video File Upload No 
Automatic Transcription No 
Collaboration Tools No 
File Sharing No 
For Manual Transcription No 
Full Text Search No 
Multi-Language Support No 
Natural Language Processing (NLP) No 
Playback Controls No 
Speech Recognition No 
Subtitles No 
Text Editor No 
Timecoding No 

Alternatives

GPT-5.5 Reviews

GPT-5.5

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Alternatives

MAI-Transcribe-1 Reviews

MAI-Transcribe-1

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