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HoneyHive
Brooklyn, New York, United States
What it is
HoneyHive is a platform for observing, evaluating, and improving AI agents in production. Teams can inspect traces step by step, including prompts, tool calls, and agent decisions. Evaluation options include automated code-based checks, LLM judges, and human reviews using annotation queues and custom rubrics. For live traffic, teams can set score thresholds, look for drift, and receive email or webhook alerts. Experiments compare agent versions on datasets and help track regressions before changes ship. HoneyHive documents integrations for LangChain, LangGraph, CrewAI, OpenAI Agents SDK, and Microsoft Copilot Studio; its OpenTelemetry-based tracing also accepts data from OTel-instrumented libraries without a dedicated guide. The platform includes cost and token-cost tracking, prompt management, and LLM, agent, and retrieval tracing. The free Developer plan is free and includes up to five users, one workspace, 10,000 events per month, and 30-day data retention. Enterprise has custom pricing and offers multiple hosting options. HoneyHive lists API, self-hosted, and web availability.
For and against
For
- Inspect traces of prompts, tool calls, and decisions.
- Use code checks, LLM judges, or human evaluations.
- Monitor live traffic with thresholds and alerts.
- Free plan includes 10,000 events per month.
- Offers API, self-hosted, and web platforms.
Against
- Free plan is limited to five users.
- Free plan retains data for 30 days.
- Free plan allows one workspace.
The verdict
HoneyHive brings tracing, evaluation, experiments, and live monitoring into one platform for AI agents. Its free Developer plan has explicit user, workspace, event, and retention limits; Enterprise hosting and usage are customizable.
Who it suits
It suits AI platform teams, AI engineers, domain experts, and risk and governance teams that need production agent visibility. The free plan may fit teams of up to five users within its stated event and retention limits.
Plans and prices
Developer
10,000 events per month · Up to 5 users · 1 workspace · Unlimited projects per workspace
Read 7 Oct 2026 · honeyhive.ai
Enterprise
Custom usage limits · Unlimited users and workspaces · Custom data retention · Custom support and hosting options
Read 7 Oct 2026 · honeyhive.ai
On the record
- Audience
- HoneyHive describes its intended users as AI platform teams, AI engineers, domain experts, and risk and governance teams.honeyhive.ai · read 7 Oct 2026
- Evaluation
- HoneyHive supports automated code-based and LLM-judge evaluations as well as human evaluations with annotation queues and custom rubrics.honeyhive.ai · read 7 Oct 2026
- Experiments
- Teams can compare agent versions on datasets and track regressions before shipping changes.honeyhive.ai · read 7 Oct 2026
- Free-plan limit
- The Developer plan includes up to 5 users, one workspace, 10,000 events per month, and 30-day data retention.honeyhive.ai · read 7 Oct 2026
- Hosting
- Enterprise offers multi-tenant SaaS, single-tenant SaaS, hybrid, or self-hosted deployment options.honeyhive.ai · read 7 Oct 2026
- Integrations
- HoneyHive documents integrations for agent frameworks and platforms including LangChain, LangGraph, CrewAI, OpenAI Agents SDK, and Microsoft Copilot Studio.docs.honeyhive.ai · read 7 Oct 2026
- Monitoring
- Teams can evaluate live traffic, set score thresholds, detect drift, and receive email or webhook alerts.honeyhive.ai · read 7 Oct 2026
- OpenTelemetry
- HoneyHive's tracing is built on OpenTelemetry semantic conventions, so OTel-instrumented libraries can send data without a dedicated integration guide.docs.honeyhive.ai · read 7 Oct 2026
- Product
- HoneyHive is an agent observability platform for observing, evaluating, and improving AI agents in production.honeyhive.ai · read 7 Oct 2026
- 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.honeyhive.ai · read 7 Oct 2026
- Self-hosting
- Self-hosted deployments place both the control plane and data plane in the customer's environment and are managed by HoneyHive.docs.honeyhive.ai · read 7 Oct 2026
- Support
- The Developer plan includes community support, while Enterprise lists dedicated technical account management and quarterly business reviews.honeyhive.ai · read 7 Oct 2026
- Tracing
- The platform lets teams inspect traces step by step, including tool calls, prompts, and agent decisions.honeyhive.ai · read 7 Oct 2026
