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SPECIFICTION
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HoneyHive

honeyhive.ai

Free plan WebAPISelf-hosted
Visit honeyhive.ai
Spec score 8.0 #10 of 25 in AI Prompt Management Software

What it is

HoneyHive is an agent observability platform for observing, evaluating, and improving AI agents in production. It captures traces that expose tool calls, prompts, and agent decisions step by step. Teams can run automated code-based checks, LLM-judge evaluations, and human reviews through annotation queues and custom rubrics. Live traffic monitoring supports score thresholds, drift detection, and email or webhook alerts, while experiments compare agent versions on datasets and track regressions before release. Integrations include LangChain, LangGraph, CrewAI, OpenAI Agents SDK, and Microsoft Copilot Studio. Tracing follows OpenTelemetry semantic conventions, allowing OTel-instrumented libraries to send data without a dedicated guide. HoneyHive also provides cost and token-cost tracking, prompt management, and tracing for LLMs, agents, and retrieval. The free Developer plan costs nothing and includes five users, one workspace, unlimited projects, 10,000 events monthly, 30-day retention, and 1,000 requests per minute. Enterprise has custom pricing and hosting options.

Spec sheet

Product
HoneyHive is an agent observability platform for observing, evaluating, and improving AI agents in production.Read 7 Oct 2026 · honeyhive.ai
Audience
HoneyHive describes its intended users as AI platform teams, AI engineers, domain experts, and risk and governance teams.Read 7 Oct 2026 · honeyhive.ai
Integrations
HoneyHive documents integrations for agent frameworks and platforms including LangChain, LangGraph, CrewAI, OpenAI Agents SDK, and Microsoft Copilot Studio.Read 7 Oct 2026 · docs.honeyhive.ai
Security
HoneyHive states that it is audited to SOC 2 Type II, GDPR-compliant with EU data residency, and offers a HIPAA BAA for healthcare.Read 7 Oct 2026 · honeyhive.ai
Support
The Developer plan includes community support, while Enterprise lists dedicated technical account management and quarterly business reviews.Read 7 Oct 2026 · honeyhive.ai
Headquarters
Brooklyn, New York, United StatesRead 28 Sep 2026 · honeyhive.ai
Evaluation
HoneyHive supports automated code-based and LLM-judge evaluations as well as human evaluations with annotation queues and custom rubrics.Read 7 Oct 2026 · honeyhive.ai
Experiments
Teams can compare agent versions on datasets and track regressions before shipping changes.Read 7 Oct 2026 · honeyhive.ai
Free-plan limit
The Developer plan includes up to 5 users, one workspace, 10,000 events per month, and 30-day data retention.Read 7 Oct 2026 · honeyhive.ai
Hosting
Enterprise offers multi-tenant SaaS, single-tenant SaaS, hybrid, or self-hosted deployment options.Read 7 Oct 2026 · honeyhive.ai
Monitoring
Teams can evaluate live traffic, set score thresholds, detect drift, and receive email or webhook alerts.Read 7 Oct 2026 · honeyhive.ai
OpenTelemetry
HoneyHive's tracing is built on OpenTelemetry semantic conventions, so OTel-instrumented libraries can send data without a dedicated integration guide.Read 7 Oct 2026 · docs.honeyhive.ai
Self-hosting
Self-hosted deployments place both the control plane and data plane in the customer's environment and are managed by HoneyHive.Read 7 Oct 2026 · docs.honeyhive.ai
Tracing
The platform lets teams inspect traces step by step, including tool calls, prompts, and agent decisions.Read 7 Oct 2026 · honeyhive.ai

Plans and prices

Developer Free 10,000 events per month · Up to 5 users · 1 workspace · Unlimited projects per workspace · 30-day data retention · 1,000 requests per minute Read 7 Oct 2026 · honeyhive.ai
Enterprise Priced on request Custom Pricing Custom usage limits · Unlimited users and workspaces · Custom data retention · Custom support and hosting options Read 7 Oct 2026 · honeyhive.ai

Every HoneyHive plan and price →

Strong points and limits

Strong points

  • Step-by-step agent traces
  • Code, LLM, and human evaluations
  • Drift alerts for live traffic
  • OpenTelemetry-based tracing
  • Self-hosted deployment available

Limits

  • Developer plan limited to 10,000 events monthly
  • Developer plan allows up to five users
  • Enterprise pricing is custom
  • Developer retention is 30 days

Who it suits

HoneyHive is aimed at AI platform teams, AI engineers, domain experts, and risk or governance teams. It suits organizations needing production tracing, evaluations, monitoring, and deployment flexibility.

Verdict

HoneyHive covers tracing, evaluation, monitoring, experimentation, and governance for production agents, with a free Developer tier and broader Enterprise options. Its listed limits make plan capacity important for larger workloads.

Where Specifiction places it

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