RankGPT

RankGPT

Weiwei Sun
+
+

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About

PromptSignal is an AI visibility analytics platform that monitors how major large language models like ChatGPT, Claude, Perplexity, and Gemini mention, rank, and describe brands. As consumers increasingly rely on AI assistants instead of search engines to research, compare, and evaluate products, PromptSignal helps companies understand and optimize how their brand appears in AI-generated answers. The platform provides daily monitoring across multiple models, offering visibility scores, ranking positions, sentiment analysis, and competitive benchmarks. It includes tailored prompt suggestions to test brand performance and actionable recommendations to improve positioning and perception in LLM responses. Metrics such as brand visibility, competitor tracking, sentiment score, ranking position, and prompt performance allow teams to track where their brand is winning or falling behind.

About

RankGPT is a Python toolkit designed to explore the use of generative Large Language Models (LLMs) like ChatGPT and GPT-4 for relevance ranking in Information Retrieval (IR). It introduces methods such as instructional permutation generation and a sliding window strategy to enable LLMs to effectively rerank documents. It supports various LLMs, including GPT-3.5, GPT-4, Claude, Cohere, and Llama2 via LiteLLM. RankGPT provides modules for retrieval, reranking, evaluation, and response analysis, facilitating end-to-end workflows. It includes a module for detailed analysis of input prompts and LLM responses, addressing reliability concerns with LLM APIs and non-deterministic behavior in Mixture-of-Experts (MoE) models. The toolkit supports various backends, including SGLang and TensorRT-LLM, and is compatible with a wide range of LLMs. RankGPT's Model Zoo includes models like LiT5 and MonoT5, hosted on Hugging Face.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Marketing and growth teams seeking a tool to monitor and enhance their visibility, reputation, and competitive standing across leading AI models

Audience

AI researchers needing a tool to leverage LLMs for advanced document reranking in information retrieval systems

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Not Supported

API

Offers API Supported

Screenshots and Videos

Screenshots and Videos

Pricing

$99 per month
Free Version Not Supported
Free Trial Not Supported

Pricing

Free
Free Version Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

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Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

PromptSignal
Founded: 2025
United Kingdom
www.promptsignal.ai/

Company Information

Weiwei Sun
United States
github.com/sunnweiwei/RankGPT

Alternatives

AskAiRank

AskAiRank

SupafastTech

Alternatives

RankLLM

RankLLM

Castorini
ColBERT

ColBERT

Future Data Systems
Brandlight

Brandlight

BrandlightDeepSeek

Categories

Categories

Reranking Models Supported

Integrations

ChatGPT Supported
Claude Supported
Cohere Supported
DeepSeek Supported
GPT-3.5 Not Supported
GPT-4 Not Supported
Gemini Supported
Gemini Enterprise Supported
Grok Supported
Hugging Face Not Supported
LiteLLM Not Supported
Llama Supported
Llama 2 Not Supported
Mistral AI Supported
NVIDIA TensorRT Not Supported
OpenAI Supported
Perplexity Supported
Python Not Supported
RankLLM Not Supported

Integrations

ChatGPT Supported
Claude Supported
Cohere Supported
DeepSeek Not Supported
GPT-3.5 Supported
GPT-4 Supported
Gemini Not Supported
Gemini Enterprise Not Supported
Grok Not Supported
Hugging Face Supported
LiteLLM Supported
Llama Not Supported
Llama 2 Supported
Mistral AI Not Supported
NVIDIA TensorRT Supported
OpenAI Not Supported
Perplexity Not Supported
Python Supported
RankLLM Supported
Claim PromptSignal and update features and information
Claim PromptSignal and update features and information
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Claim RankGPT and update features and information