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AI Performance and Reliability, Delivered

HoneyHive gives developers the tools, workflows, and visibility they need to debug, optimize, and ship reliable AI products.

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

Modern AI observability and evaluation

Traces. Trace any AI application with OpenTelemetry.
Evaluations. Measure quality and accuracy over large suite suites.
Monitors. Monitor key metrics and get alerts in production.
Playground. Manage and version prompts in a shared workspace.
Datasets. Curate, label, and version datasets across your projects.
Evaluators. Measure quality and performance using LLMs or code.
Human 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 with our OpenTelemetry SDK.
Debugging. Debug LLM errors and respond to issues faster.
Online Evaluation. Run live evals to catch failures.
Human Annotation. Allow SMEs to grade outputs.
Session Replay. Easily replay LLM calls in the Playground.
Filters and Groups. Quickly find traces that matter.
Evaluation

Measure quality over custom test suites

Evaluations help you iterate faster by identifying improvements and regressions every time you make changes to your app.

Evaluation Reports. Explore your test results interactively.
Evaluators. Build, test, & manage custom evaluators.
Datasets. Manage golden datasets for your test suites.
Human Review. Allow domain experts to grade outputs.
Regression Testing. Compare eval results side-by-side.
Continuous Integration. Integrate evals with CI/CD.
Monitoring

Monitor usage, quality, and feedback at scale

HoneyHive automatically evaluates all incoming traces and makes it easy to monitor your app, helping you identify issues and drive improvements.

Online Evaluation. Run evals async in our evaluation server.
Dashboard. Get quick insights into the metrics that matter.
Custom Charts. Build custom queries to track key metrics.
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 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 functions and tools.
100+ Models. Access all major LLM and GPU providers.

"It's critical to ensure quality and performance across our AI agents. With HoneyHive's state-of-the-art evaluation tools, 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

Co-Founder and 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

Ecosystem

Any model. Any framework. Any cloud.

Developers

OpenTelemetry-native

OpenTelemetry SDK. Our SDKs use OTel under the hood, which auto-instruments 15+ model providers and vector databases.

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

High Cardinality. We allow you to deeply customize your traces with over 100 custom properties for high-cardinality observability.

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Enterprise

Secure and scalable

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

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Built for enterprise scale

Our platform automatically scales up to 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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