What is HoneyHive?
HoneyHive is the collaborative developer platform that helps you test and evaluate, monitor and debug your LLM applications. Teams use HoneyHive to confidently go from prototype to production and continuously improve their LLM apps in production with human feedback, quantitative rigor and LLMOps best-practices.
Test & Evaluate
Evaluate new app versions against a wide variety of custom metrics and AI feedback functions before pushing changes to production. This helps you confidently choose the best performing variants, debug errors, safely validate app performance and check for regressions before costly errors happen.
Once in production, our powerful self-serve analytics help you understand user behavior and detect anomalies across your application. Get started by instrumenting your application to log completion requests, user sessions, user feedback, custom metrics and user-specific metadata and creating visualizations of any custom metrics across any data slice.
Gain insights into the fine-grained execution of multi-step LLM chains, agents and RAG pipeline with session tracing. Session tracing gives you a step-by-step summary of exactly what your agent or chain did and when it did it. This allows you to precisely pinpoint subtle problems in even the most complex LLM applications.
Together, our tools allow developers to repetably iterate and improve LLM application performance, creating a unique data flywheel for your AI product that continuously optimizes and improves quality and reliablity.
Our SDK is designed to be developer-friendly and integrate with your existing infrastructure as well as the larger LLM ecosystem (Langchain, LlamaIndex, Pinecone, Chroma, etc.).
How to quickly set up logging with HoneyHive.
How to run end-to-end evaluations programmatically via the SDK.
How to trace and debug your LlamaIndex RAG pipelines.
How to trace and debug your LlamaIndex chains and agents.
API Reference Guide
Our reference guide on how to integrate the HoneyHive SDK and APIs with your application.
Prompt Engineering and Fine-Tuning Guides
Guides for prompt engineering and fine-tuning your models.