# HoneyHive

> HoneyHive is a New York-based AI observability and evaluation platform that helps engineering teams ship reliable AI agents. Built OpenTelemetry-native, it unifies distributed tracing, offline experiments, real-time monitoring, and human-in-the-loop annotation into a single continuous-improvement loop so teams can see not just what an agent output, but how it got there and where it went wrong. Founded in 2022 by Columbia roommates Mohak Sharma and Dhruv Singh, HoneyHive is used in production by enterprises including Commonwealth Bank, NVIDIA, MongoDB, and Pinecone, and raised $7.4M in total seed funding led by Insight Partners.

- **Founded:** 2022
- **Headquarters:** New York, United States
- **Founders:** Mohak Sharma (Co-Founder & CEO), Dhruv Singh (Co-Founder & CTO)
- **Team size:** ~19 employees
- **Products:** Distributed Tracing, Experiments & Evaluation, Monitoring & Alerts, Annotation Queues & Human Review, System of Record
- **Notable:** Raised $7.4M in total seed funding led by Insight Partners (2025)., Deployed in production at a Global Top 10 bank (Commonwealth Bank) across dozens of AI systems serving 17M+ consumers., Adopted by enterprises including NVIDIA, MongoDB, and Pinecone.

## Products & services

- **Distributed Tracing** — OpenTelemetry-native tracing across 100+ LLMs and agent frameworks, capturing every step of an agent's decision journey.
- **Experiments & Evaluation** — Offline testing against curated datasets with custom evaluators, regression detection, and CI/CD integration.
- **Monitoring & Alerts** — Real-time online evaluation, drift detection, and alerting for agent failures in production.
- **Annotation Queues & Human Review** — Domain-expert feedback loops that let non-engineers shape agent quality alongside developers.
- **System of Record** — Versioning for traces, prompts, tools, datasets, and evaluators across the Agent Development Lifecycle.
- **Playground & Session Replays** — Prompt experimentation and replay of full agent sessions for debugging and root-cause analysis.

## Achievements

- Raised $7.4M in total seed funding led by Insight Partners (2025).
- Deployed in production at a Global Top 10 bank (Commonwealth Bank) across dozens of AI systems serving 17M+ consumers.
- Adopted by enterprises including NVIDIA, MongoDB, and Pinecone.
- Over 50x growth in requests logged during 2024.
- Built one of the first OpenTelemetry-native platforms purpose-built for AI agent observability.

## Latest updates

- **2025-04** — Announced public launch and $7.4M in total seed funding led by Insight Partners, with George Mathew joining the board.
- **2025** — Expanded developer tooling including a CLI, a Docs MCP server, and ready-made SKILL.md configurations for AI coding agents.

## Links

- Website: https://honeyhive.ai
- LinkedIn: https://www.linkedin.com/company/honeyhiveai
- Twitter/X: https://twitter.com/honeyhiveai
- GitHub: https://github.com/honeyhiveai

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Profile page: https://yespress.io/honeyhive
Published by YesPress — https://yespress.io
Last updated: 2026-08-05