HoneyHive
HoneyHive is an observability and evaluation platform for AI agents, founded by a team with backgrounds in machine learning and infrastructure.
Profile
HoneyHive provides a platform for monitoring, debugging, and evaluating AI agents in production.
HoneyHive is an observability and evaluation platform for AI agents, founded by a team with backgrounds in machine learning and infrastructure. The company's product, HoneyHive v2, provides distributed tracing, session replay, online evaluation, and alerting for production AI agents, using OpenTelemetry to instrument across 100+ LLMs and agent frameworks. HoneyHive's customer base includes AI startups and Fortune 500 enterprises, as indicated by logos on its website for companies such as Commonwealth Bank, NVIDIA, MongoDB, and Pinecone.
The company has not publicly disclosed its own financial results, funding rounds, or headcount. A search for HoneyHive's financials returns results for HIVE Digital Technologies, a publicly traded Bitcoin mining and HPC hosting company, which is a separate entity. HIVE Digital Technologies (NASDAQ: HIVE) reported FY2026 total revenue of $297.8 million, up 158% year-over-year, with $278.3 million from digital currency mining and $19.5 million from HPC hosting.
HIVE's Q3 FY2026 revenue was $93.1 million, with a gross operating margin of $32.1 million. As of June 2026, HoneyHive's market position is as a niche tool for AI agent observability, competing with other observability platforms. The company has not disclosed any recent funding rounds or major customer wins beyond the logos on its site.
Who buys this
- AI startups building and deploying agentic applications
- Enterprise AI teams at Fortune 500 companies
- Machine learning operations (MLOps) teams
- Software engineering teams building LLM-based products
Strengths and what to watch
Strengths
- OpenTelemetry-native instrumentation supports a wide range of LLMs and agent frameworks, reducing vendor lock-in.
- Combines observability (traces, replays) with evaluation (online evals, experiments) in a single platform.
- Website claims partnerships with major enterprises like Commonwealth Bank, NVIDIA, and MongoDB, indicating enterprise traction.
Watch for
- No publicly disclosed funding, revenue, or headcount data, making it difficult to assess financial health or growth trajectory.
- The company's website lists logos of large enterprises, but no named case studies or client testimonials are available to verify depth of use.
- The market for AI observability is crowded with well-funded competitors (e.g., LangSmith, Weights & Biases, Arize AI), and HoneyHive's differentiation is unclear.
Key Information
- Industry
- AI Observability
- Founded
- 2022
- Headquarters
- New York City
Frequently Asked Questions
What is HoneyHive?
HoneyHive is an observability and evaluation platform for AI agents. It helps teams monitor, debug, and evaluate AI agents in production using distributed tracing, session replay, online evaluation, and alerts. It supports over 100 LLMs and agent frameworks via OpenTelemetry.
What features does HoneyHive offer for AI agent monitoring?
HoneyHive v2 provides distributed tracing, session replay, online evaluation, and alerting for production AI agents. It uses OpenTelemetry to instrument across 100+ LLMs and agent frameworks, combining observability with evaluation in one platform.
Who uses HoneyHive?
HoneyHive serves AI startups, Fortune 500 enterprises, MLOps teams, and software engineers building LLM-based products. Its website lists customers like Commonwealth Bank, NVIDIA, MongoDB, and Pinecone, indicating traction with both startups and large enterprises.
How does HoneyHive compare to other AI observability tools?
HoneyHive competes with platforms like LangSmith, Weights & Biases, and Arize AI. Its OpenTelemetry-native instrumentation reduces vendor lock-in and supports a wide range of LLMs. However, its differentiation is unclear in a crowded market.
Does HoneyHive have public funding or revenue data?
HoneyHive has not publicly disclosed its funding rounds, revenue, or headcount. This makes it difficult to assess its financial health. Note that HIVE Digital Technologies, a separate Bitcoin mining company, has reported revenue but is unrelated to HoneyHive.
What is HoneyHive's market position in 2026?
As of June 2026, HoneyHive is a niche tool for AI agent observability. It targets AI startups and enterprise teams but faces competition from well-funded rivals. No major customer wins or case studies beyond website logos have been disclosed.
Sources
- honeyhive.ai — Product description, features (traces, trajectories, experiments, dashboard, alerts, playground, annotations), and customer logos (Commonwealth Bank, NVIDIA, MongoDB, Pinecone).
- www.newsfilecorp.com — FY2026 revenue of $297.8 million for HIVE Digital Technologies (separate entity from HoneyHive).
- www.hivedigitaltechnologies.com — Q3 FY2026 revenue of $93.1 million and gross operating margin of $32.1 million for HIVE Digital Technologies.
- public.com — HIVE Digital Technologies earnings history, including EPS of -$0.30 for Q4 2026.