Ratings and Reviews 0 Ratings

Total 0 out of 5 stars
ease 0 out of 5 stars
features 0 out of 5 stars
design 0 out of 5 stars
support 0 out of 5 stars

This software has no reviews. Be the first to write a review.

Write a Review

Ratings and Reviews 0 Ratings

Total 0 out of 5 stars
ease 0 out of 5 stars
features 0 out of 5 stars
design 0 out of 5 stars
support 0 out of 5 stars

This software has no reviews. Be the first to write a review.

Write a Review

Alternatives to Consider

  • LM-Kit.NET Reviews & Ratings
    4.8 out of 5 stars 29 Ratings
    Company Website for LM-Kit.NET
  • CTM Reviews & Ratings
    4.5 out of 5 stars 939 Ratings
    Company Website for CTM
  • QEval Reviews & Ratings
    4.5 out of 5 stars 69 Ratings
    Company Website for QEval
  • kama.ai Reviews & Ratings
    4.8 out of 5 stars 9 Ratings
    Company Website for kama.ai
  • Sogolytics Reviews & Ratings
    4.7 out of 5 stars 869 Ratings
    Company Website for Sogolytics
  • Gemini platform Reviews & Ratings
    4.3 out of 5 stars 1,178 Ratings
    Company Website for Gemini platform
  • RouteGenie Reviews & Ratings
    4.6 out of 5 stars 49 Ratings
    Company Website for RouteGenie
  • net2phone Reviews & Ratings
    4.4 out of 5 stars 197 Ratings
    Company Website for net2phone
  • CallHub Reviews & Ratings
    4.4 out of 5 stars 428 Ratings
    Company Website for CallHub
  • SearchUnify Reviews & Ratings
    4.5 out of 5 stars 150 Ratings
    Company Website for SearchUnify

What is Tev1?

Tev1 is an advanced model designed for quick decision-making and classification, created by Together AI and fine-tuned from Qwen3.5 4B. It features an intuitive interface that allows users to enter a state, pose a question, and select from 2 to 24 labeled options, leading to an output of a single letter that corresponds to a semantic key via software. This innovative structure is particularly advantageous for diverse production tasks, including the routing of support tickets, evaluating automated returns, implementing policy guidelines, conducting sentiment analysis, categorizing documents, and embedding precise decision-making within extensive agent workflows. With its impressive 4.7B parameter count and a context window of 32.8K tokens, Tev1 leverages non-thinking generation to deliver swift and dependable classifications. The model has been honed using a broad collection of 37,840 examples that encompass intent detection, boolean comprehension, sentiment evaluation, policy enforcement, and the categorization of news articles and academic research. For optimal performance, it is recommended to set the temperature to 0 and maintain a low output budget, which ensures that the results remain both consistent and easy to understand. Furthermore, Tev1 is recognized as a highly adaptable tool that meets a variety of classification requirements effectively and efficiently. Overall, its capabilities make it an essential asset in any decision-making framework.

What is Gemini Decision 1?

Gemini Decision 1 is a purpose-built artificial intelligence model developed by Google to support automated decision-making, classification, and evaluation within software systems. Rather than functioning as a conventional AI chatbot, the model examines supplied information and returns structured predictions based on questions defined by the developer. Its supported decision types include Boolean evaluations, multiple-choice classifications, and numerical scoring against predefined criteria. The system provides probability distributions and confidence information that applications can use to determine how strongly the available evidence supports a particular outcome. With a context capacity of approximately 262,000 tokens, Gemini Decision 1 can analyze extensive documents, records, and other contextual inputs. Developers can implement the model for use cases such as customer service ticket routing, content moderation, document classification, lead qualification, and automated quality assessments. It can also serve as a decision component within AI agent architectures by evaluating task conditions and selecting appropriate actions from predefined choices. The model supports integration through API-based development workflows, including access through Vercel AI Gateway. Its specialized output format allows applications to process model predictions programmatically without extracting decisions from lengthy generated explanations. By combining large-context analysis with probabilistic classification and scoring, Gemini Decision 1 enables organizations to incorporate structured AI evaluations into business processes and intelligent applications.

Media

Media

Integrations Supported

Python
Qwen3.5
TypeScript

Integrations Supported

Gemini
Gemini platform
Google AI Studio
Google Cloud Platform

API Availability

Has API

API Availability

Has API

Pricing Information

$0.04 per 1M tokens
Free Version

Pricing Information

$0.10 per 1M tokens (input)
$0.10 per 1 million tokens (input), no charge for output tokens
Free Version

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Together AI

Date Founded

2022

Company Location

United States

Company Website

www.together.ai/models/tev1-4b-experimental

Company Facts

Organization Name

Google

Date Founded

1998

Company Location

United States

Company Website

aistudio.google.com/docs/models/gemini-decision-1

Categories and Features

AI Decision Models

Not specified

Categories and Features

AI Decision Models

Not specified

Popular Alternatives

Clef-flash Reviews & Ratings

Clef-flash

Cloudflare

Popular Alternatives

GPT-6 Luna Reviews & Ratings

GPT-6 Luna

OpenAI
5.0 out of 5 stars
Clef Reviews & Ratings

Clef

Cloudflare
Claude Haiku 5.5 Reviews & Ratings

Claude Haiku 5.5

Anthropic
5.0 out of 5 stars
Clef-flash Reviews & Ratings

Clef-flash

Cloudflare
Clef Reviews & Ratings

Clef

Cloudflare