New Partnering with MongoDB

Modern AI Observability and Evaluation

AI engineering doesn't need to be a black-box. Get full visibility and control with tracing, evals, prompt management, and more.

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

Build AI apps with certainty, not vibes

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 and version prompts in the cloud.
Datasets. Curate, label, and version datasets across your projects.
Evaluators. Measure quality and performance using LLMs or code.
Annotations. Collect feedback from end-users and SMEs.
Automations. Automate fine-tuning, debugging, and CI workflows.
Tracing

Get full visibility into every agent action

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

Distributed Tracing. Trace your agent with OpenTelemetry.
Debugging. Debug errors and find the root cause faster.
Online Evaluation. Run async evals on traces in the cloud
Human Annotation. Allow SMEs to grade outputs.
Session Replay. Replay LLM requests in the Playground.
Filters and Groups. Quickly search and find trends.
Evaluation

Measure progress with every commit

Evaluations help you benchmark your agent against a dataset and identify improvements and regressions every time you make changes.

Evaluation Reports. Explore results and traces in the UI.
Custom Evaluators. Create your own multi-step evals.
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 Integration. Integrate evals in your CI workflow.
Monitoring

Monitor usage, feedback, and quality in real-time

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

Rapidly iterate on prompts with your team

Domain experts and engineers can centrally manage all prompts and tools in the cloud, 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."

Div Garg

Co-Founder

"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

Integrations

Any model. Any framework. Any cloud.

Developers

Integrate your app in seconds

OpenTelemetry-native. Our SDK uses OTel under the hood to auto-instrument 15+ frameworks, models, and vector databases.

Optimized for large context. Log up to 2M tokens per event and monitor large-context requests with ease.

Wide events. Store everything together - logs, metrics, traces - for lightning-fast analysis and debugging.

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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

HoneyHive seamlessly scales over 1,000 requests per second.

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 AI applications with confidence

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