RankGPT

RankGPT

Weiwei Sun
troveGEN

troveGEN

Intellara Technologies
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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.

About

troveGEN is a retrieval-augmented generation (RAG) and document-search platform for teams building AI products and organizations that need governed access to internal information. It ingests files, scanned documents, web pages and connected sources, then parses, OCRs, chunks, indexes and retrieves relevant passages with hybrid search, reranking, filters and access controls. Applications and AI agents can use its REST API, TypeScript SDK or Model Context Protocol server to search content and receive source-linked results; optional answer generation supports cited responses. Customers can use managed hosting or connect their own vector database, models and content sources, including air-gapped deployments. Use cases include internal knowledge search, customer support, technical documentation, and document workflows across finance, healthcare, legal and government.

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 Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

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

Audience

AI product developers and organizations that need searchable, governed access to unstructured documents and knowledge, including engineering, HR, legal, healthcare, and financial-services teams.

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 Supported

API

Offers API Supported

Screenshots and Videos

Screenshots and Videos

No images available

Pricing

Free
Free Version Supported
Free Trial Not Supported

Pricing

$25/month
troveGEN-Z Launch costs $25/month and includes 1,500 pages, 8,000 searches, 1,500 answers, and two projects. Annual billing costs 10 times the monthly price. The one-time free trial includes 500 pages, 2,000 searches, and 200 answers. Sovereign deployments are quoted.
Free Version Not Supported
Free Trial Supported

Reviews/Ratings

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

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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 Not Supported
In Person Not Supported

Training

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

Company Information

Weiwei Sun
United States
github.com/sunnweiwei/RankGPT

Company Information

Intellara Technologies
Founded: 2025
India
troveGEN.com

Alternatives

Alternatives

Cohere Compass

Cohere Compass

Cohere AI
RankLLM

RankLLM

Castorini
ColBERT

ColBERT

Future Data Systems
Azure AI Search

Azure AI Search

Microsoft

Categories

Reranking Models Supported

Categories

Integrations

Cohere Supported
Amazon S3 Not Supported
Azure Blob Storage Not Supported
ChatGPT Supported
Claude Supported
GPT-3.5 Supported
GPT-4 Supported
Google Drive Not Supported
Hugging Face Supported
LiteLLM Supported
Llama 2 Supported
Microsoft SharePoint Not Supported
Model Context Protocol (MCP) Not Supported
NVIDIA TensorRT Supported
OpenAI Not Supported
Pinecone Not Supported
Python Supported
Qdrant Not Supported
RankLLM Supported
pgvector Not Supported

Integrations

Cohere Supported
Amazon S3 Supported
Azure Blob Storage Supported
ChatGPT Not Supported
Claude Not Supported
GPT-3.5 Not Supported
GPT-4 Not Supported
Google Drive Supported
Hugging Face Not Supported
LiteLLM Not Supported
Llama 2 Not Supported
Microsoft SharePoint Supported
Model Context Protocol (MCP) Supported
NVIDIA TensorRT Not Supported
OpenAI Supported
Pinecone Supported
Python Not Supported
Qdrant Supported
RankLLM Not Supported
pgvector Supported
Claim RankGPT and update features and information
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