HoneyHive

HoneyHive is a mission-critical AI evaluation, testing and observability platform for teams building GenAI applications. The platform offers a single LLMOps environment where engineers, product managers and domain experts can collaborate to test and evaluate their applications, monitor and debug LLM failures in production, and manage prompts in a shared workspace.

HoneyHive is designed to help modern AI teams continuously test, evaluate, deploy and monitor GenAI applications with features such as:

• Testing & Evaluation: Track experiments and automate CI testing.
• Observability: Monitor, evaluate and debug pipelines in production.
• Datasets: Curate, label and version datasets across projects.
• Prompt Studio: Manage and version prompts in a shared workspace.
• Automated Evaluators: Grade performance using LLMs or code.
• Human Feedback: Collect feedback from users and domain experts.
• Distributed Tracing: Trace AI applications with OpenTelemetry.

The platform supports a range of use cases, including:

• Debugging: Trace and debug errors and respond to incidents faster.
• Online Evaluation: Set up live evaluations to detect failures.
• User Feedback: Log user feedback to improve the app.
• Filters and Groups: Slice and dice data for exploratory analysis.
• Custom Charts: Track product metrics in a team dashboard.

HoneyHive also offers features like Evaluation Reports, Benchmarking, and CI/CD Integration to help quantify improvements, catch regressions, automate testing, and deploy changes with confidence.

The platform supports 100+ models, and users can access these models via integrations with popular GPU clouds. The Playground allows teams to test new prompts and models collaboratively, with version management and deployment options.

Pricing for HoneyHive includes a Developer plan that is free forever for individual developers and researchers, with 10,000 events per month and a single workspace member. The Enterprise plan offers custom usage limits, SSO, VPC hosting, and hands-on support and SLA.

Overall, HoneyHive aims to provide a comprehensive suite of tools to ensure the reliability and performance of AI applications, making it suitable for teams in various industries looking to improve the quality and deployment of their GenAI products.

Published on June 14, 2024