
HoneyHive
6.4#17 in ai llm evaluation toolsFree planFree planWebAPISelf-hosted
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| Fact | HoneyHive | Opik |
|---|---|---|
| Audience | HoneyHive describes its intended users as AI platform teams, AI engineers, domain experts, and risk and governance teams. | The pricing page describes Opik as a platform for teams building applications or agents that make calls to an LLM, and says its free plans suit development and testing. |
| Evaluation | HoneyHive supports automated code-based and LLM-judge evaluations as well as human evaluations with annotation queues and custom rubrics. | Opik supports datasets, experiments, assertions and LLM-as-a-judge metrics for issues such as hallucination, relevance and moderation. |
| Headquarters | Brooklyn, New York, United States | New York City, United States |
| Integrations | HoneyHive documents integrations for agent frameworks and platforms including LangChain, LangGraph, CrewAI, OpenAI Agents SDK, and Microsoft Copilot Studio. | The integration catalog covers TypeScript, Python, Java, .NET and Ruby ecosystems plus no-code tools and OpenTelemetry. |
| Self-hosting | Self-hosted deployments place both the control plane and data plane in the customer's environment and are managed by HoneyHive. | Self-hosting exposes the full feature set but omits user-management features; local Docker installation is for getting started, while Kubernetes is the production deployment option. |
| Support | The Developer plan includes community support, while Enterprise lists dedicated technical account management and quarterly business reviews. | The pricing page lists community and self-service support across plans, email support for Pro and Enterprise, and dedicated support and SLAs for Enterprise. |
| Tracing | The platform lets teams inspect traces step by step, including tool calls, prompts, and agent decisions. | The platform captures and visualizes multi-step agent execution, including LLM calls, tools and retrieval steps. |
HoneyHive is aimed at AI platform teams, AI engineers, domain experts, and risk and governance teams evaluating agents in production. The Developer plan may suit smaller teams that fit its event, user, workspace, and retention limits.
Opik is for teams building LLM applications or agents that need tracing, evaluation, and production monitoring. Its free plans are described as suitable for development and testing.