Weavel

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Weavel is an AI-powered analytics and prompt engineering platform for LLM applications, featuring Ape - an AI prompt engineer that automates and optimizes prompts.
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Weavel

Product Information

Updated:Nov 9, 2024

What is Weavel

Weavel is a performance analytics and testing platform for LLM (Large Language Model) applications, founded in 2023 and based in San Francisco. Its flagship product, Ape, is touted as the first AI prompt engineer, designed to automate and optimize prompt engineering for LLM-based products. Weavel aims to address the challenges faced by developers and companies in analyzing user experiences and enhancing performance for LLM-based technologies.

Key Features of Weavel

Weavel is an AI-powered analytics and optimization platform for LLM-based applications. It offers automated prompt engineering, performance testing, and user behavior analysis for conversational AI products. Weavel's key product, Ape (AI prompt engineer), continuously improves prompts using real-world data, integrates with CI/CD for regression prevention, and provides human-in-the-loop feedback mechanisms.
Automated Prompt Engineering: Ape, Weavel's AI prompt engineer, optimizes prompts 50x faster than humans and improves accuracy by an average of 20%.
Comprehensive Analytics Dashboard: Provides insights into user behavior, sentiment analysis, and conversation data for LLM-based products.
Performance Testing and Evaluation: Offers batch testing, automated evaluators, and benchmarking against industry standards like GSM8K.
SDK Integration: Easily integrates with existing LLM applications to log and analyze both client and server-side events.
Human-in-the-Loop Feedback: Allows manual scoring and feedback to guide Ape's optimization process.

Use Cases of Weavel

Chatbot Optimization: Improve conversational AI performance and user experience for customer service chatbots.
LLM Application Development: Streamline the development process of LLM-based applications with continuous prompt optimization and performance monitoring.
User Behavior Analysis: Gain insights into user interactions and sentiments in conversational AI products to drive product improvements.
Compliance Reporting: Analyze dense reports and detect compliance gaps for regulations like TCFD, TNFD, CSRD in financial and sustainability sectors.

Pros

Significantly reduces time and effort in prompt engineering
Provides comprehensive analytics for LLM-based applications
Integrates easily with existing systems and workflows

Cons

Some features are still in beta, requiring direct contact for access
May have a learning curve for teams new to advanced LLM analytics

How to Use Weavel

Sign up for Weavel: Visit the Weavel website and create an account to get started.
Install the Weavel SDK: Add the Weavel SDK to your project by installing it via pip: pip install weavel
Initialize the Weavel client: In your code, import and create a Weavel client: from weavel import create_client; weavel = create_client()
Set up logging: Use the Weavel SDK to log LLM calls and user interactions in your application.
Configure Ape: Set up Ape, Weavel's AI prompt engineer, to automatically optimize your prompts based on logged data.
Define evaluation criteria: Use Ape's auto-generated evaluation code or set up custom evaluation metrics for your specific use case.
Run optimization cycles: Let Ape continuously improve your prompts using real-world data from your application.
Review results: Check the Weavel dashboard to see performance metrics, optimized prompts, and evaluation results.
Provide feedback: Give scores and tips to Ape to further improve its optimization process.
Integrate with CI/CD: Set up Ape to run as part of your CI/CD pipeline to prevent performance regression in your LLM applications.

Weavel FAQs

Weavel is a performance analytics and testing platform for LLM (Large Language Model) applications. It provides tools for dataset building, batch testing, performance analysis, and production monitoring for AI-powered conversational interfaces and LLM-based products.

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Analytics of Weavel Website

Weavel Traffic & Rankings
2.2K
Monthly Visits
#5847987
Global Rank
-
Category Rank
Traffic Trends: Jul 2024-Nov 2024
Weavel User Insights
00:00:41
Avg. Visit Duration
2.47
Pages Per Visit
36.22%
User Bounce Rate
Top Regions of Weavel

  1. US: 75.38%

  2. CA: 13.21%

  3. GB: 5.47%

  4. AU: 3.04%

  5. TR: 2.91%

  6. Others: NAN%