honeyhive.ai
AI observability platform — monitor, evaluate, and debug AI agents and applications across any model or framework.
| What is it | AI observability platform — monitor, evaluate, and debug AI agents and applications across any model or framework. |
|---|---|
| Pricing | Freemium |
| Free tier | Yes |
| Platform | Web Application |
| API | Yes |
| Best for | monitoring AI agent performance, testing AI applications before deployment |
| Domain registered | 2022 |
Data updated Aug. 1, 2026
What does honeyhive.ai do?
honeyhive.ai is an observability and evaluation platform specifically designed for AI applications and agents. It provides comprehensive monitoring capabilities that work across any AI model, framework, or runtime environment. The platform instruments end-to-end AI workflows—including prompts, retrieval operations, tool calls, MCP servers, and model outputs—giving teams full visibility into their AI systems.
What sets honeyhive.ai apart is its OpenTelemetry-native architecture, which supports over 100 different LLMs and agent frameworks. The platform offers distributed tracing, session replays in a playground environment, and sophisticated filtering tools to quickly identify outliers. Teams can continuously evaluate live traffic using 25+ pre-built evaluators that monitor cost, safety, and quality metrics at scale. The system automatically alerts on failures and can escalate issues for human review through annotation queues.
This tool is particularly valuable for AI engineering teams and enterprise developers working with complex AI systems. It helps them confidently ship changes by running automated evaluations on large test suites, comparing versions, and catching regressions before users experience them. honeyhive.ai serves as a single source of truth for prompts, datasets, and evaluators, making it essential for organizations that need to maintain reliability and performance across their AI infrastructure.
Key features
What makes it stand outWho is honeyhive.ai for?
Who benefits most from this toolPricing
Free tier available — start without a credit cardDeveloper
- 5 users
- 1 workspaces
- 10,000 events per month
- 30 data retention days
- 1,000 max requests per minute
- 10K events per month
- Up to 5 users
- Single workspace
- 30d data retention
- Full evaluation, observability, and prompt management suite
- Distributed Tracing
- Alerts & Drift Detection
- Custom Dashboards
- Dataset Curation
- Annotation Queues
- Data Export
- Online Evaluation w/ sampling
- Experiments and Regression Tracking
- CI/CD Integration
- Playground
- Prompt Versioning and History
- Functions and External Tools
- Prompt Deployments
- Custom Model Providers
- SSO (social)
- Basic RBAC
- Multi-Tenant SaaS hosting
- Community Support
- Email Support
Enterprise
Everything in Developer, plus:
- Custom events per month
- Custom data retention days
- Custom max requests per minute
- Custom usage limits
- Unlimited users and workspaces
- Choose between multi-tenant SaaS, dedicated SaaS, or self-hosting
- Custom SSO & SAML
- Dedicated support, SLA, and team trainings
- Distributed Tracing
- Alerts & Drift Detection
- Custom Dashboards
- Dataset Curation
- Annotation Queues
- Data Export
- Online Evaluation w/ sampling
- Experiments and Regression Tracking
- CI/CD Integration
- Playground
- Prompt Versioning and History
- Functions and External Tools
- Prompt Deployments
- Custom Model Providers
- SAML and Custom SSO
- Custom Roles and Permission Groups
- Custom data residency
- Data Boundaries up to Physical Separation
- Custom Data Retention Policy
- PII Scrubbing
- InfoSec Review
- Custom DPA
- HIPAA Compliance and BAA
- Slack/Teams Connect Channel
- Uptime and Support SLA
- CSM and Team Trainings
Trust & presence
Gallery
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