RankLLM

RankLLM

Castorini
+
+

Related Products

  • HubSpot AEO
    47 Ratings
    Visit Website
  • AthenaHQ
    36 Ratings
    Visit Website
  • Evertune
    1 Rating
    Visit Website
  • AuthorityTech
    2 Ratings
    Visit Website
  • Fraud.net
    56 Ratings
    Visit Website
  • Google AI Studio
    30 Ratings
    Visit Website
  • Caller ID Reputation
    42 Ratings
    Visit Website
  • QEval
    30 Ratings
    Visit Website
  • Checksum.ai
    1 Rating
    Visit Website
  • Uptime.com
    478 Ratings
    Visit Website

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

RankLLM is a Python toolkit for reproducible information retrieval research using rerankers, with a focus on listwise reranking. It offers a suite of rerankers, pointwise models like MonoT5, pairwise models like DuoT5, and listwise models compatible with vLLM, SGLang, or TensorRT-LLM. Additionally, it supports RankGPT and RankGemini variants, which are proprietary listwise rerankers. It includes modules for retrieval, reranking, evaluation, and response analysis, facilitating end-to-end workflows. RankLLM integrates with Pyserini for retrieval and provides integrated evaluation for multi-stage pipelines. It also 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.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

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

Audience

Academic researchers and developers seeking a solution offering tools for implementing and evaluating listwise reranking with large language models

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

$99 per month
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

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

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
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

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

Company Information

Castorini
Canada
github.com/castorini/rank_llm/

Alternatives

Alternatives

RankGPT

RankGPT

Weiwei Sun
ColBERT

ColBERT

Future Data Systems
HubSpot AEO

HubSpot AEO

HubSpot

Categories

Categories

Integrations

Gemini
Gemini Enterprise
Llama
Mistral AI
OpenAI
ChatGPT
Claude
Cohere
DeepSeek
Grok
NVIDIA TensorRT
Perplexity
Python
Qwen
RankGPT

Integrations

Gemini
Gemini Enterprise
Llama
Mistral AI
OpenAI
ChatGPT
Claude
Cohere
DeepSeek
Grok
NVIDIA TensorRT
Perplexity
Python
Qwen
RankGPT
Claim PromptSignal and update features and information
Claim PromptSignal and update features and information
Claim RankLLM and update features and information
Claim RankLLM and update features and information