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What is RankGPT?

RankGPT is a Python toolkit meticulously designed to explore the utilization of generative Large Language Models (LLMs), such as ChatGPT and GPT-4, to enhance relevance ranking in Information Retrieval (IR) systems. It introduces cutting-edge methods, including instructional permutation generation and a sliding window approach, which enable LLMs to efficiently reorder documents. The toolkit supports a variety of LLMs—including GPT-3.5, GPT-4, Claude, Cohere, and Llama2 via LiteLLM—providing extensive modules for retrieval, reranking, evaluation, and response analysis, which streamline the entire process from start to finish. Additionally, it includes a specialized module for in-depth examination of input prompts and outputs from LLMs, addressing reliability challenges related to LLM APIs and the unpredictable nature of Mixture-of-Experts (MoE) models. Moreover, RankGPT is engineered to function with multiple backends, such as SGLang and TensorRT-LLM, ensuring compatibility with a wide range of LLMs. Among its impressive features, the Model Zoo within RankGPT displays various models, including LiT5 and MonoT5, conveniently hosted on Hugging Face, facilitating easy access and implementation for users in their projects. This toolkit not only empowers researchers and developers but also opens up new avenues for improving the efficiency of information retrieval systems through state-of-the-art LLM techniques. Ultimately, RankGPT stands out as an essential resource for anyone looking to push the boundaries of what is possible in the realm of information retrieval.

What is Diploria AI?

Diploria AI is a comprehensive platform aimed at boosting brand visibility by closely monitoring, analyzing, and improving the way brands are mentioned and endorsed by various AI systems such as ChatGPT, Claude, Gemini, Perplexity, Grok, and Copilot, which enables users to benchmark their performance against competitors for increased AI endorsements. The platform captures brand mentions by utilizing live APIs from major AI engines and Google AI Mode/Overviews, ensuring that every genuine response is recorded according to a customized schedule. It features a Visibility Score that ranges from 0 to 100, assessing how often your brand is featured in AI-generated content while considering various prompts, AI engines, and geographic factors, in addition to offering sentiment analysis and competitor comparisons. Moreover, it includes an AI Readiness Scan that evaluates any specified URL on a scale of 100 across five essential criteria, providing users with a prioritized list of actionable improvements. In addition, the platform seamlessly integrates with Google Analytics 4, enabling the tracking of authentic AI referral traffic coming from sources like ChatGPT, Perplexity, and Claude. Tailored for brands and agencies alike, this platform supports client management, allows for report exports, and fosters team collaboration through role-specific access, thus ensuring a well-rounded strategy for brand enhancement, and it offers a free plan that does not necessitate credit card information for sign-up. With its user-friendly interface and robust features, Diplomacy AI empowers organizations to take proactive steps towards improving their brand's digital footprint and overall market presence.

Media

Media

Integrations Supported

ChatGPT
Claude
Cohere
GPT-3.5
GPT-4
Hugging Face
LiteLLM
Llama 2
NVIDIA TensorRT
Python
RankLLM

Integrations Supported

ChatGPT
Claude
DeepSeek
Gemini
Google AI Overviews
Grok
Llama
Microsoft Copilot
Mistral AI
Perplexity
Qwen

API Availability

Has API

API Availability

Pricing Information

Free
Free Version

Pricing Information

$29/month
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
Online Training

Company Facts

Organization Name

Weiwei Sun

Company Location

United States

Company Website

github.com/sunnweiwei/RankGPT

Company Facts

Organization Name

Diploria AI

Date Founded

2026

Company Location

Australia

Company Website

diploria.ai/

Categories and Features

Reranking Models

Not specified

Categories and Features

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