New Offline Evaluations

AI Performance and Reliability, Delivered

HoneyHive enables modern AI teams to continuously test, evaluate, deploy, and monitor GenAI applications.

Powering the world’s best AI products.
From next-gen copilots to multi-agent systems.

Deploy GenAI with certainty, not just vibes.

Testing & Evaluation. Track experiments and automate CI testing.
Observability. Monitor, evaluate, and debug pipelines in production.
Datasets. Curate, label, and version datasets across your projects.
Prompt Studio. Manage and version prompts in a shared workspace.
Automated Evaluators. Grade performance using LLMs or code.
Human Feedback. Collect feedback from users & domain experts.
Distributed Tracing. Trace AI applications with OpenTelemetry.
Automations. Export logs via API to automate workflows.

Trace every interaction to optimize your app

Tracing helps you monitor application performance, run live evaluations on your logs, and explore your data to root-cause issues.

Distributed Tracing. Trace your app with OpenTelemetry.
Debugging. Debug errors and respond to incidents faster.
Online Evaluation. Set up live evaluations to detect failures.
User Feedback. Log user feedback to improve your app.
Filters and groups. Slice & dice data for exploratory analysis.
Custom Charts. Track product metrics in a team dashboard.
Testing and Evaluation

Measure progress with every commit

Evaluations help you quantify improvements, catch regressions, automate CI/CD, and deploy changes with confidence.

Evaluation Reports. Run batch evals and track experiments.
Benchmarking. Compare evaluation runs side-by-side.
CI/CD. Set up automated CI testing via Github Actions.
Automated Evaluators. Define code & LLM evaluators.
Human Review. Combine auto-evals with human review.
Datasets. Manage golden datasets for all your pipelines.
Prompt Studio

Iterate with your team at the speed of thought

Studio is a shared workspace for engineers, PMs, and domain experts to collaborate and iterate on prompts.

Playground. Test new prompts and models with your team.
Version Management. Track prompt changes as you iterate.
Deployments. Deploy prompt templates with 1-click.
Prompt History. Logs all your Playground interactions.
Tools. Manage and version your functions and tools.
100+ Models. Access all major LLM and GPU providers.

Use your data to gain a competitive advantage

HoneyHive helps you filter, label, and curate golden datasets from your logs to evaluate and fine-tune your application.

Labelling. Allow annotators to provide ground-truth labels.
Exploration. Curate and explore your datasets easily.
Programmatic export. Export datasets via our API.
Automations. Build CI testing and active learning pipelines.
Lineage. Track lineage across datasets and production logs.
Metadata. Track metadata fields across datapoints.

Any model. Any framework.

OpenTelemetry-native. Our tracers use OTLP protocol, allowing seamless interoperability across your DevOps stack.

SDKs and APIs. Allow you to deeply integrate with your application logic and build custom automations using your logs.

Auto-instrumentation. Our tracers automatically instrument popular model providers and tools like OpenAI, Anthropic, Pinecone, and more.

"It's critical to ensure quality and performance across our LLM agents. With HoneyHive's state-of-the-art evaluation and monitoring 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 & CEO, MultiOn


Secure & 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 infrastructure automatically scales to millions of requests per day without breaking a sweat.


Deploy in our managed cloud, or your own 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 reliable AI products that your users trust