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What is RagMetrics?

RagMetrics is a comprehensive platform designed to evaluate and instill trust in conversational GenAI, specifically focusing on assessing the capabilities of AI chatbots, agents, and retrieval-augmented generation (RAG) systems before and after deployment. By providing continuous evaluations of AI-generated interactions, it emphasizes critical aspects such as precision, relevance, the frequency of hallucinations, the quality of reasoning, and the performance of tools used in genuine conversations. The system integrates effortlessly with existing AI frameworks, allowing for the monitoring of live dialogues while maintaining a seamless user experience. Equipped with features like automated scoring, customizable evaluation criteria, and thorough diagnostics, it elucidates the underlying causes of any shortcomings in AI responses and offers pathways for enhancement. Users can also perform offline assessments, conduct A/B testing, and engage in regression testing, all while tracking performance trends in real-time via detailed dashboards and alerts. RagMetrics is adaptable, functioning independently of specific models or deployment methods, which enables it to work with various language models, retrieval systems, and agent architectures. This flexibility guarantees that teams can depend on RagMetrics to improve the efficacy of their conversational AI applications in a multitude of settings, ultimately fostering greater trust and reliance on AI technologies. Furthermore, it empowers organizations to make informed decisions based on accurate data about their AI systems' performance.

What is HoneyHive?

AI engineering has the potential to be clear and accessible instead of shrouded in complexity. HoneyHive stands out as a versatile platform for AI observability and evaluation, providing an array of tools for tracing, assessment, prompt management, and more, specifically designed to assist teams in developing reliable generative AI applications. Users benefit from its resources for model evaluation, testing, and monitoring, which foster effective cooperation among engineers, product managers, and subject matter experts. By assessing quality through comprehensive test suites, teams can detect both enhancements and regressions during the development lifecycle. Additionally, the platform facilitates the tracking of usage, feedback, and quality metrics at scale, enabling rapid identification of issues and supporting continuous improvement efforts. HoneyHive is crafted to integrate effortlessly with various model providers and frameworks, ensuring the necessary adaptability and scalability for diverse organizational needs. This positions it as an ideal choice for teams dedicated to sustaining the quality and performance of their AI agents, delivering a unified platform for evaluation, monitoring, and prompt management, which ultimately boosts the overall success of AI projects. As the reliance on artificial intelligence continues to grow, platforms like HoneyHive will be crucial in guaranteeing strong performance and dependability. Moreover, its user-friendly interface and extensive support resources further empower teams to maximize their AI capabilities.

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Integrations Supported

Amazon S3
Azure Synapse Analytics
Claude
Gemini 2.0 Flash
Gemini Enterprise
JavaScript
LangChain
Le Chat
LlamaIndex
Mathstral
Mistral NeMo
Mixtral 8x7B
OpenAI
Pinecone
Pinecone Rerank v0
Pixtral Large
Snowflake
Taam Cloud
Tome
Zilliz Cloud

Integrations Supported

Amazon S3
Azure Synapse Analytics
Claude
Gemini 2.0 Flash
Gemini Enterprise
JavaScript
LangChain
Le Chat
LlamaIndex
Mathstral
Mistral NeMo
Mixtral 8x7B
OpenAI
Pinecone
Pinecone Rerank v0
Pixtral Large
Snowflake
Taam Cloud
Tome
Zilliz Cloud

API Availability

Has API

API Availability

Has API

Pricing Information

$20/month
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

RagMetrics

Date Founded

2024

Company Location

United States

Company Website

ragmetrics.ai/

Company Facts

Organization Name

HoneyHive

Date Founded

2022

Company Location

United States

Company Website

www.honeyhive.ai/

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