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AI Performance and Reliability, Delivered

HoneyHive is the end-to-end AI observability and evaluation platform for building reliable AI agents that work.

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Partnering with leading AI teams.
From startups to Fortune 100 enterprises.

Modern AI observability and evaluation

Tracing. Trace any AI application with OpenTelemetry.
Evaluation. Measure quality and accuracy over large suite suites.
Monitoring. Monitor key metrics and get alerts in production.
Prompt Management. Manage your prompts in a shared workspace.
Datasets. Curate, label, and version datasets across your projects.
Evaluators. Measure quality and performance using LLMs or code.
Feedback. Collect feedback from users & domain experts.
Automations. Export your logs to automate fine-tuning workflows.
Tracing

Trace every interaction to optimize your app

Tracing helps you understand how data flows through your application and explore the underlying logs to debug issues.

Distributed Tracing. Trace your app with OpenTelemetry.
Debugging. Debug LLM errors and root cause issues faster.
Online Evaluation. Run evals on all traces asynchronously.
Human Annotation. Allow experts to grade outputs.
Session Replay. Replay LLM requests in the Playground.
Filters and Groups. Quickly find traces that matter.
Evaluation

Measure quality over large test suites

Evaluations help you measure quality and identify improvements and regressions every time you make changes to your application.

Evaluation Reports. Explore results and traces in the UI.
Custom Evaluators. Build, validate, & manage evaluators.
Datasets. Manage and version your test cases in the cloud.
Human Review. Allow domain experts to grade outputs.
Regression Testing. Find regressions across your tests.
GitHub Actions. Integrate evals with CI workflow.
Monitoring

Monitor usage, feedback, and quality at scale

HoneyHive automatically evaluates your traces and makes it easy to monitor quality at scale, helping you identify issues and drive improvements.

Online Evaluation. Run evals async using our eval server.
Dashboard. Get quick insights into the metrics that matter.
Custom Charts. Build your own queries to track custom KPIs.
Filters and Groups. Slice & dice your data for in-depth analysis.
Custom Properties. Enrich your logs with contextual insights.
User Feedback. Log & analyze issues reported by users.
Prompt Management

Build, test, and deploy prompts with your team

Domain experts and engineers can centrally manage and version all prompts and tools, synced between UI and code.

Playground. Test new prompts and models with your team.
Version Management. Track prompt changes as you iterate.
Deployments. Deploy and roll back changes instantly via Git.
Prompt History. Logs all your Playground interactions.
Tools. Manage and version your function calls and tools.
100+ Models. Access all major model providers.

"It's critical to ensure quality and performance across our AI agents. With HoneyHive, we've not only improved the capabilities of our agents but also seamlessly deployed them to thousands of users — all while enjoying peace of mind."

Divyansh Garg

CEO

"For prompts, specifically, versioning and evaluation was the biggest pain for our cross-functional team in the early days. Manual processes using Gdocs - not ideal. Then I found @honeyhiveai in the @mlopscommunity slack and we’ve never looked back."

Rex Harris

Head of AI/ML

"HoneyHive solved our biggest headache: monitoring RAG pipelines for personalized e-commerce. Before, we struggled to pinpoint issues and understand pipeline behavior. Now we can debug issues instantly, making our product more reliable than ever."

Cristian Pinto

CTO

Ecosystem

Any model. Any framework. Any cloud.

Developers

Get started with 3 lines of code

Built on OpenTelemetry. We use OTel under the hood, which auto-instruments 15+ model providers, frameworks, and vector databases.

Optimized for large context. We support logging up to 2M tokens per event, allowing you to monitor large-context requests with ease.

Wide events. Enrich your events with hundreds of custom properties for high-cardinality analysis.

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Enterprise

Secure and scalable

We use a variety of industry-standard technologies and services to keep your data secure and private.

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Built for enterprise scale

Our platform automatically scales over 1,000 requests per second.

VPC hosting

Deploy in our managed cloud, or in your VPC. You own your data and models.

Dedicated support

Dedicated CSM and white-glove support to help you at every step of the way.

Ship Generative AI applications with confidence

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