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What is Sup AI?

Sup AI is a groundbreaking platform that merges outputs from several top large language models, such as GPT, Claude, and Llama, to create responses that are more detailed, accurate, and rigorously validated than those generated by any single model. Utilizing a real-time “logprob confidence scoring” mechanism, it assesses the probability of each token to pinpoint areas of uncertainty and potential errors; when a model's confidence falls below a predetermined threshold, the response generation is immediately suspended, ensuring high-quality and trustworthy answers. The platform features “multi-model fusion,” which systematically compares and integrates outputs from various models, effectively cross-verifying and distilling the best aspects into a unified final response. Furthermore, Sup is enhanced with “multimodal RAG” (retrieval-augmented generation), which allows the incorporation of diverse external data sources, including text, PDFs, and images, thereby enriching the contextual foundation of its responses. This capability guarantees that the AI can access accurate information and remain pertinent, effectively enabling it to retain vital data, thus significantly elevating the user experience. In essence, Sup AI symbolizes a major leap forward in the processing and presentation of information through AI technology, paving the way for future developments in the field.

What is Clef?

Clef is an advanced multimodal decision-making model featuring 27 billion parameters, designed to convert a specified state and a schema of typed inquiries into organized results. This innovative model can process state information in multiple formats, such as text, JSON, images, and video, generating probabilities for each viable option associated with each inquiry. With a substantial context window of 65,536 tokens and the ability to process visual inputs, Clef allows developers to integrate both structured application data and visual content into a cohesive decision-making framework. It supports three unique formats for typed inquiries: noul, which evaluates the probability of a statement being accurate; choice, which facilitates selection from a set of predefined choices while offering probability estimates for each; and score, which measures an input against defined criteria to produce a probability-weighted score. Users can pose between 1 and 64 questions in a single request, with the answers being returned using the same identifiers, significantly improving the model's effectiveness and adaptability. This all-encompassing strategy guarantees that Clef can be utilized across various applications, catering to a wide spectrum of decision-making challenges and opportunities. Furthermore, the versatility of Clef's design makes it an invaluable tool for developers aiming to enhance their analytical capabilities in diverse fields.

Media

Media

Integrations Supported

ChatGPT
Claude Fable 5.1
Claude Fable 5.5
Claude Haiku 4.5
Claude Mythos 5.1
Claude Opus 5
Claude Opus 5.5
Claude Sonnet 4.6
GLM-4.5V
GLM-4.5V-Flash
GLM-4.6
GLM-4.6V
GLM-4.7
GLM-5
GLM-5.3
GPT-5 pro
GPT-5.1 Thinking
Gemini 3 Pro Image
Mistral Large

Integrations Supported

Python

API Availability

API Availability

Has API

Pricing Information

$20 per month
Free Version

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

24 Hour Support
Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub
Online Training

Training Options

Documentation Hub
Webinars

Company Facts

Organization Name

Sup AI

Company Location

United States

Company Website

sup.ai/

Company Facts

Organization Name

Cloudflare

Date Founded

2009

Company Location

United States

Company Website

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

Categories and Features

AI Tools

Not specified

Categories and Features

AI Decision Models

Not specified

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