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Paid tool

honeyhive.ai

AI observability, evaluation, and prompt management platform for LLM applications.

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Intro

What is honeyhive.ai?

HoneyHive (frequently referred to as honeyhive ai or honey hive) is an AI observability and evaluation platform designed for teams building LLM applications. As an emerging developer tool in the space, this honeyhive company—which recently announced its $7.4M honeyhive seed funding round—enables engineers, PMs, and domain experts to collaborate, monitor, and optimize AI agents. Often evaluated among the best langfuse alts, honeyhive-ai offers a unified workspace with an ai collaborative playground to evaluate outputs, track costs, and trace errors from development to production.

honeyhive.ai at a glance
Free, Enterprise based on custom pricing24K monthly visitsPaid access

Category

AI MonitorLog Management
Best For

Best honeyhive.ai use cases by task, role, industry, and platform

These use cases show where honeyhive.ai fits best, ranked by fit score before popularity or pricing.

Pricing

honeyhive.ai Pricing Plans

Compare honeyhive.ai free options, honeyhive.ai paid pricing plans, and usage notes before you choose the best way to use this AI tool in 2026.

Free, Enterprise based on custom pricing

Free

Includes 10K events per month, up to 5 users, 30-day data retention, unlimited indexed metrics, and full access to the evaluation, observability, and prompt management suite.

Custom

Includes custom usage limits, unlimited users, SSO & SAML, dedicated support with SLAs, and hosting options such as dedicated cloud or self-hosting in your VPC.

Pricing updated:Jun 12, 2026

Features

honeyhive.ai AI Features

Systematic AI Evaluation (using LLMs, code, or human review)Distributed Tracing (end-to-end visibility via OTel or REST APIs)Production Monitoring (tracking cost, latency, and quality at every step)Artifact Management (collaborative UI for prompt versioning, testing, and deployment)Enterprise Security & VPC Hosting (SOC-2 Type II, GDPR, and HIPAA compliance)
Pros & Cons

honeyhive.ai Pros and Cons

Pros

  • End-to-end coverage from prompt design and playground testing to production tracing
  • Flexible deployment options including multi-tenant SaaS, dedicated cloud, or self-hosting
  • Robust security standards supporting HIPAA cloud requirements and SSO/SAML
  • Support for hybrid evaluation combining automated LLM metrics with human grading rubrics

Limitations

  • The free tier is limited to 10K events per month and a 30-day data retention window
  • Advanced features like custom DPAs and private cloud hosting are restricted to the Enterprise plan

honeyhive.ai FAQ

An event refers to a single trace span, structured log, or metric label combination sent to the API as OTLP or JSON, capturing contextual data from your system.

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