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features
design
support

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Description

Clef-flash is a rapid 9B multimodal decision-making model that converts a given state and a framework of typed inquiries into organized decisions. It has the capability to interpret state data in various formats such as text, JSON, images, or video, providing a probability for each possible option related to every question posed. The model accommodates a context window of 24,576 tokens and supports visual input, enabling developers to analyze structured application data alongside visual materials seamlessly. Clef Flash features three specific formats for typed questions: "noul" for estimating the likelihood of a proposition being correct, "choice" for opting among a set of predefined alternatives with individual probabilities, and "score" for assessing input against a hierarchy of criteria to generate a probability-weighted score. Applications can pose between 1 and 64 questions in a single API call, with responses linked to the original question IDs. Potential applications include assessing the urgency of a support request, directing it to the appropriate team, and evaluating the severity of customer impact, thus enhancing operational efficiency in decision-making processes. By utilizing this model, organizations can improve their response strategies and streamline workflows further.

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.

API Access

Has API Yes 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

Python Yes 
TypeScript Yes 
AiAssistWorks No 
Anara No 
Brokk No 
C++ No 
ClickUp Brain No 
Clojure No 
Cursor No 
Gemini 3.1 Flash Image No 
Gemini 3.8 Flash-Lite TTS No 
Gemini Code Assist No 
Gemini Deep Research No 
Gemini Enterprise Agent Platform Notebooks No 
Google AI Studio No 
Google Workspace Studio No 
Revise No 
Rust No 
Sup AI No 
iMini No 

Integrations

Python Yes 
TypeScript Yes 
AiAssistWorks Yes 
Anara Yes 
Brokk Yes 
C++ Yes 
ClickUp Brain Yes 
Clojure Yes 
Cursor Yes 
Gemini 3.1 Flash Image Yes 
Gemini 3.8 Flash-Lite TTS Yes 
Gemini Code Assist Yes 
Gemini Deep Research Yes 
Gemini Enterprise Agent Platform Notebooks Yes 
Google AI Studio Yes 
Google Workspace Studio Yes 
Revise Yes 
Rust Yes 
Sup AI Yes 
iMini Yes 

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 Yes 
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

Cloudflare

Founded

2009

Country

United States

Website

developers.cloudflare.com/workers-ai/models/clef-flash/

Vendor Details

Company Name

Google

Founded

1998

Country

United States

Website

gemini.google.com

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