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What is garak?
Garak assesses the possible shortcomings of an LLM in various negative scenarios, focusing on issues such as hallucination, data leakage, prompt injection, misinformation, toxicity, jailbreaks, and other potential weaknesses. This tool, which is freely available, is built with a commitment to ongoing development, always striving to improve its features for enhanced application support. Functioning as a command-line utility, Garak is suitable for both Linux and OSX users and can be effortlessly downloaded from PyPI for immediate use. The pip version of Garak undergoes frequent updates to maintain its relevance, and it is advisable to install it within its own Conda environment due to specific dependencies. To commence a scan, users must specify the model that requires analysis; Garak will, by default, run all applicable probes on that model using the recommended vulnerability detectors for each type. As the scanning progresses, users will observe a progress bar for each probe loaded, and once completed, Garak will deliver a comprehensive report detailing the results from every probe across all detectors. This functionality makes Garak an essential tool not only for assessment but also as a crucial asset for researchers and developers who seek to improve the safety and dependability of LLMs in their projects. Additionally, Garak's user-friendly interface ensures that even those less experienced can navigate its features with ease, further broadening its accessibility and impact within the field.
What is Deepchecks?
Quickly deploy high-quality LLM applications while upholding stringent testing protocols. You shouldn't feel limited by the complex and often subjective nature of LLM interactions. Generative AI tends to produce subjective results, and assessing the quality of the output regularly requires the insights of a specialist in the field. If you are in the process of creating an LLM application, you are likely familiar with the numerous limitations and edge cases that need careful management before launching successfully. Challenges like hallucinations, incorrect outputs, biases, deviations from policy, and potentially dangerous content must all be identified, examined, and resolved both before and after your application goes live. Deepchecks provides an automated solution for this evaluation process, enabling you to receive "estimated annotations" that only need your attention when absolutely necessary. With more than 1,000 companies using our platform and integration into over 300 open-source projects, our primary LLM product has been thoroughly validated and is trustworthy. You can effectively validate machine learning models and datasets with minimal effort during both the research and production phases, which helps to streamline your workflow and enhance overall efficiency. This allows you to prioritize innovation while still ensuring high standards of quality and safety in your applications. Ultimately, our tools empower you to navigate the complexities of LLM deployment with confidence and ease.
Integrations Supported
Amazon SageMaker
Cohere
Conda
Hugging Face
OpenAI
Python
Replicate
ZenML
Integrations Supported
Amazon SageMaker
Cohere
Conda
Hugging Face
OpenAI
Python
Replicate
ZenML
API Availability
Has API
API Availability
Has API
Pricing Information
Free
Free Trial Offered?
Free Version
Pricing Information
$1,000 per 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
garak
Company Website
github.com/leondz/garak/
Company Facts
Organization Name
Deepchecks
Date Founded
2019
Company Location
United States
Company Website
deepchecks.com
Categories and Features
Vulnerability Scanners
Asset Discovery
Black Box Scanning
Compliance Monitoring
Continuous Monitoring
Defect Tracking
Interactive Scanning
Logging and Reporting
Network Mapping
Perimeter Scanning
Risk Analysis
Threat Intelligence
Web Inspection