New Announcing our $7.4M Seed

Modern AI Observability and Evaluation

HoneyHive is your single platform to test, debug, monitor, and optimize AI agents — whether you're just getting started or scaling AI in production.

Start for freeGet a demo
Experiments
Traces
Datasets
Evaluators
Monitoring
Playground
Annotation

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

Testing & Evaluation

Systematically measure AI quality with evals

Evaluate your AI agent over large test suites and automatically identify improvements and regressions - using LLMs, code, or human review.

Experiments. Track your test results and traces in the cloud.
Datasets. Curate and label datasets with your team.
Custom Metrics. Create your own LLM or code metrics.
Human Review. Allow domain experts to grade outputs.
Regression Testing. Identify regressions with every change.
CI Automation. Run evals every time your deploy new changes.
Tracing

Debug and improve your agents with traces

Get instant end-to-end visibility into your agent with OpenTelemetry (OTel), and inspect the underlying logs to debug issues faster.

Distributed Tracing. Trace your agent with OpenTelemetry.
Wide Events. Easily log and filter over 100s of properties.
Online Evaluation. Run async evals on traces in the cloud.
Session Replay. Replay LLM requests in the Playground.
Human Review. Allow domain experts to grade outputs.
Filters and Groups. Quickly search and find trends.
Production Monitoring

Monitor cost, latency, and quality at every step

Continuously monitor performance and quality metrics at every step - from retrieval and tool use, to model inference, guardrails, and beyond.

Online Evaluation. Run async evals on traces in the cloud.
User Feedback. Log & analyze issues reported by users.
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.
Alerts and Guardrails. Get alerts over critical LLM failures.
Artifact Management

Collaborate with your team in UI or code

Domain experts and engineers can centrally manage prompts, tools, datasets, and evaluators in the cloud, synced between UI & code.

Prompts. Manage and version prompts in a collaborative IDE.
Datasets. Curate datasets from traces in the UI.
Evaluators. Manage, version, & test evaluators in the console.
Version Management. Git-native versioning across files.
Git Integration. Deploy prompt changes live from the UI.
Playground. Experiment with new prompt and models.
Open Ecosystem

Any model. Any framework. Any cloud.

Enterprise

Deploy in our cloud, or yours

We offer flexible hosting and data residency options to meet your security and compliance needs.

Get a demo  ↗
SOC-2 compliant

SOC-2 compliant and GDPR-aligned to meet your security and compliance needs.

Flexible hosting

Choose between multi-tenant SaaS, dedicated cloud, or self-hosting in your VPC.

Dedicated support

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

"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

Ship AI products with confidence

Start for free