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What is Symflower?

Symflower transforms the realm of software development by integrating static, dynamic, and symbolic analyses with Large Language Models (LLMs). This groundbreaking combination leverages the precision of deterministic analyses alongside the creative potential of LLMs, resulting in improved quality and faster software development. The platform is pivotal in selecting the most fitting LLM for specific projects by meticulously evaluating various models against real-world applications, ensuring they are suitable for distinct environments, workflows, and requirements. To address common issues linked to LLMs, Symflower utilizes automated pre-and post-processing strategies that improve code quality and functionality. By providing pertinent context through Retrieval-Augmented Generation (RAG), it reduces the likelihood of hallucinations and enhances the overall performance of LLMs. Continuous benchmarking ensures that diverse use cases remain effective and in sync with the latest models. In addition, Symflower simplifies the processes of fine-tuning and training data curation, delivering detailed reports that outline these methodologies. This comprehensive strategy not only equips developers with the knowledge needed to make well-informed choices but also significantly boosts productivity in software projects, creating a more efficient development environment.

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.

Media

Media

No images available

Integrations Supported

Claude
Claude Haiku 3
Command R+
DeepSeek
GPT-4
GPT-4 Turbo
GPT-4o
Le Chat
Llama 3
Ministral 3B
Ministral 8B
Mistral 7B
Mistral AI
Mistral NeMo
Mixtral 8x22B
Mixtral 8x7B
OpenAI
Perplexity
Qwen
Visual Studio Code

Integrations Supported

Claude
Claude Haiku 3
Command R+
DeepSeek
GPT-4
GPT-4 Turbo
GPT-4o
Le Chat
Llama 3
Ministral 3B
Ministral 8B
Mistral 7B
Mistral AI
Mistral NeMo
Mixtral 8x22B
Mixtral 8x7B
OpenAI
Perplexity
Qwen
Visual Studio Code

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

$20/month
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

Symflower

Date Founded

2018

Company Location

Austria

Company Website

symflower.com

Company Facts

Organization Name

RagMetrics

Date Founded

2024

Company Location

United States

Company Website

ragmetrics.ai/

Categories and Features

Software Testing

Automated Testing
Black-Box Testing
Dynamic Testing
Issue Tracking
Manual Testing
Quality Assurance Planning
Reporting / Analytics
Static Testing
Test Case Management
Variable Testing Methods
White-Box Testing

Categories and Features

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