New HoneyHive + MongoDB

AI Performance and Reliability, Delivered

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

Partnering with the best AI teams.
From AI startups to established enterprises.

Modern AI evaluation and observability

Tracing. Trace any AI application with OpenTelemetry.
Evaluation. Test your AI applications against adversarial test cases.
Monitoring. Monitor cost, latency, and quality 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.
Annotations. Collect feedback from users & domain experts.
Automations. Export your logs to automate fine-tuning workflows.
Debug

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 native SDK.
Debugging. Debug LLM errors and respond to issues faster.
Filters and Groups. Quickly find traces that matter.
Online Evaluation. Run live evals to catch failures.
Human Annotation. Allow SMEs to grade outputs.
Collaboration. Easily share traces with colleagues.
Evaluate

Measure quality over large test suites

Evaluations help you quantify improvements and catch regressions pre-production, allowing you to prevent costly failures before they happen.

Evaluation Reports. Run batch evals and track experiments.
Evaluator Console. Build and validate custom evaluators.
Human Review. Allow domain experts to manually review.
Side-by-side comparison. Compare experiments results.
Datasets. Manage golden datasets for your test suites.
CI Testing. Set up automated CI testing via Github Actions.
Monitor

Monitor cost, latency, and quality across your apps

HoneyHive monitors key metrics across your app and makes it easy to explore your data, helping you identify issues and drive continuous improvements.

Online Evaluation. Run live evaluations to detect failures.
Dashboard. Get quick insights into the metrics that matter.
Custom Charts. Query your data to track custom metrics.
Filters and Groups. Slice & dice your data for in-depth analysis.
Custom Properties. Log 100s of properties for deeper analysis.
User Feedback. Track live feedback from end-users.
Improve

Build and deploy prompts with your team

Studio is a shared workspace for engineers and domain experts to manage, version, and deploy prompts separate from code.

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.
Ecosystem

Seamlessly integrates with your stack

Developers

Easy integration with your app

OpenTelemetry-native. Our SDK uses OTEL under the hood, which auto-instruments 15+ LLMs and vector databases with just 3 lines of code.

Language-agnostic. Seamlessly integrate using our Python and TypeScript SDKs, or send OTEL traces from any programming language of your choice.

State-of-the-art infrastructure. Scales up to 1,000 requests per second and allows payloads over 1MB per event.

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"It's critical to ensure quality and performance across our AI 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

CEO, MultiOn

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 infrastructure automatically scales to 1,000 requests per second without breaking a sweat.

Self-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