What is honeyhive.ai?
HoneyHive provides end‑to‑end AI observability and evaluation for teams deploying agents in production. The platform supports OpenTelemetry‑native distributed tracing across more than 100 LLMs and agent frameworks, enabling teams to debug failures and standardize telemetry.
Live evaluations run on real traffic, tracking quality, safety, latency, and cost while generating alerts and drift detection for silent failures. Experimentation tools let developers and data scientists test agents offline against curated datasets, compare workflows side‑by‑side, and detect regressions before releases.
Annotation queues route flagged traces to subject‑matter experts for manual review, with custom rubrics and a Git‑native dataset versioning system. Custom dashboards and rich analytics slice metrics to track business‑specific KPIs, and the platform integrates into CI/CD pipelines.
Enterprise‑grade security includes SOC‑2 Type II, GDPR, and HIPAA compliance, with SSO, SAML, RBAC, and optional self‑hosting options. The system is designed for developers, ops engineers, product managers, and compliance teams who need reliable monitoring, evaluation, and expert feedback for AI agents.
honeyhive.ai details
- Company
- HoneyHive Inc.
- Jurisdiction
- New York
- Built for
- Individuals
- Stated compliance
- SOC 2, GDPR, HIPAA
Compliance as stated in honeyhive.ai's own published documentation.
honeyhive.ai tech specs
- Works with
- OpenAI / GPT Anthropic / Claude
- Cloud
- AWS Azure
- Integrations
- Slack Salesforce GitHub
honeyhive.ai pricing
FreeVerify on the official pricing page.
Get started freehoneyhive.ai's key features
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Distributed tracing across AI frameworks
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Online live evaluation of agent traffic
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Session replay with filters and groups
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Custom dashboards and rich analytics
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Experimentation with CI/CD integration
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Annotation queues for human review
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OpenTelemetry-native telemetry support
honeyhive.ai use cases
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Monitor real‑time latency, cost, and safety metrics for a fleet of LLM agents across production environments, leveraging HoneyHive’s OpenTelemetry tracing to trigger drift and safety alerts before they impact users
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Integrate HoneyHive into CI/CD pipelines to automatically evaluate new model versions against predefined quality baselines, detect regressions in safety or performance, and enforce enterprise security compliance before deployment
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Utilize the trace annotation workflow to let domain experts review anomalous agent interactions, annotate root causes, and feed structured insights back into continuous training and fine‑tuning loops
honeyhive.ai user reviews
Would you recommend honeyhive.ai?
Who is honeyhive.ai for?
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Innovation leaders
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Llm developers
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System administrators
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Data analysts
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Test engineers
honeyhive.ai FAQ
Is honeyhive.ai free?
Yes. honeyhive.ai is free to use and does not require a credit card.
Is honeyhive.ai safe to use?
honeyhive.ai states SOC 2, GDPR and HIPAA compliance in its own published documentation. honeyhive.ai is operated by HoneyHive Inc., registered in New York.
What are the best alternatives to honeyhive.ai?
The closest alternatives to honeyhive.ai are Latitude, Keywords AI, Scale, LangWatch and Openlit. You can compare them side by side in the alternatives section further down this page.
What does honeyhive.ai do with my data?
Its privacy policy states that personal data is not sold or shared for marketing purposes. Data may be shared with third-party service providers that help run the product.
Does honeyhive.ai have an API?
Yes. honeyhive.ai offers an API, so you can call it from your own applications instead of using the interface directly.
Who made honeyhive.ai?
honeyhive.ai is built and operated by HoneyHive Inc., a company registered in New York.
Which AI models does honeyhive.ai use?
honeyhive.ai is built on OpenAI / GPT and Anthropic / Claude. Which models you can reach may depend on your plan.
What does honeyhive.ai integrate with?
honeyhive.ai connects with Slack, Salesforce and GitHub.
Compliance, privacy and billing terms are as stated in each product's own published documentation and have not been independently verified by TopAI.tools.
