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Description

PromptSignal is an advanced analytics platform that tracks the visibility of prominent large language models, including ChatGPT, Claude, Perplexity, and Gemini, in relation to brand mentions, rankings, and descriptions. With the growing reliance of consumers on AI assistants for product research and evaluation over traditional search engines, PromptSignal equips businesses with insights to enhance their brand's presence in AI-generated content. The platform offers comprehensive daily monitoring across various models, supplying visibility scores, rankings, sentiment assessments, and competitive benchmarks to users. Additionally, it features customized prompt suggestions that allow brands to evaluate their performance and provides strategic recommendations aimed at refining their positioning and perception within LLM responses. Key metrics such as brand visibility, competitor analysis, sentiment scores, ranking positions, and prompt efficacy enable teams to identify areas of success and opportunities for improvement, ultimately guiding their strategies in the evolving landscape of AI-assisted consumer behavior. By leveraging these insights, brands can proactively adapt and thrive in a market increasingly influenced by artificial intelligence.

Description

RankLLM is a comprehensive Python toolkit designed to enhance reproducibility in information retrieval research, particularly focusing on listwise reranking techniques. This toolkit provides an extensive array of rerankers, including pointwise models such as MonoT5, pairwise models like DuoT5, and listwise models that work seamlessly with platforms like vLLM, SGLang, or TensorRT-LLM. Furthermore, it features specialized variants like RankGPT and RankGemini, which are proprietary listwise rerankers tailored for enhanced performance. The toolkit comprises essential modules for retrieval, reranking, evaluation, and response analysis, thereby enabling streamlined end-to-end workflows. RankLLM's integration with Pyserini allows for efficient retrieval processes and ensures integrated evaluation for complex multi-stage pipelines. Additionally, it offers a dedicated module for in-depth analysis of input prompts and LLM responses, which mitigates reliability issues associated with LLM APIs and the unpredictable nature of Mixture-of-Experts (MoE) models. Supporting a variety of backends, including SGLang and TensorRT-LLM, it ensures compatibility with an extensive range of LLMs, making it a versatile choice for researchers in the field. This flexibility allows researchers to experiment with different model configurations and methodologies, ultimately advancing the capabilities of information retrieval systems.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

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

Pricing Details

$99 per month
Free Trial
Free Version

Pricing Details

Free
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

PromptSignal

Founded

2025

Country

United Kingdom

Website

www.promptsignal.ai/

Vendor Details

Company Name

Castorini

Country

Canada

Website

github.com/castorini/rank_llm/

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