HoneyHive sells an observability and evaluation platform for developers and enterprises building AI agents.
Stage Early-stage
Founded —
Headquarters Brooklyn, USA
Status Private
honeyhive.ai
Product
Selected offerings — the AI products recorded here, not the vendor's full catalogue.
Agent observability and evaluation platform: traces every prompt, tool call and handoff, scores agent quality with online and offline evaluations, monitors live traffic and alerts on drift, and manages datasets, annotation queues and prompts, with a free developer plan and optional self-hosting.
Similar products 40 No sourced competitor yet: no filing, vendor document or measured-market report read so far names a rival for this company, so none is asserted. The companies below are the closest by what their products do.
How this list is ranked ↗
All 40 Capability overlap 39 Shared product type 21 Similar financial scale 2 Same company status 29 L Lunary Undisclosed HoneyHive and Lunary both serve buyers who need to test and evaluate an AI agent and watch an AI agent for suspicious or runaway behaviour; scale not recorded for either. 1 of 1 capability Shared product type Compare P PromptLayer Early-stage HoneyHive and PromptLayer Observability both serve buyers who need to test and evaluate an AI agent and watch an AI agent for suspicious or runaway behaviour; same layer and the same scale band (early-stage private). 1 of 1 capability Shared product type Same scale band Compare L Laminar Early-stage HoneyHive and Laminar Signals both serve buyers who need to test and evaluate an AI agent and watch an AI agent for suspicious or runaway behaviour; scale not recorded for either. 1 of 1 capability Shared product type Compare AA Arize AI Undisclosed HoneyHive and Arize Phoenix both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; scale not recorded for either. 1 of 1 capability Shared product type Compare D Deepchecks Absorbed Overlaps on evaluation and observability; HoneyHive's scale not recorded; Deepchecks is absorbed, with no independent scale. 1 of 1 capability Shared product type Compare L LiteLLM Early-stage HoneyHive and LiteLLM Lens both serve buyers who need to test and evaluate an AI agent and watch an AI agent for suspicious or runaway behaviour; scale not recorded for either; ships AI agent, application and 1 more rather than the same layer. 1 of 1 capability Different layer Compare AA Arthur AI Early-stage HoneyHive and Arthur Engine both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; scale not recorded for either. 1 of 1 capability Shared product type Compare L LangWatch Undisclosed HoneyHive and LangWatch LLM observability both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; scale not recorded for either. 1 of 1 capability Shared product type Compare G Galileo Acquired HoneyHive and Galileo both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; HoneyHive's scale not recorded; Galileo is acquired, with no independent scale; ships API service and platform rather than the same layer. 1 of 1 capability Different layer Compare L Langfuse Acquired HoneyHive and Langfuse both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; HoneyHive's scale not recorded; Langfuse is acquired, with no independent scale; ships application and platform rather than the same layer. 1 of 1 capability Different layer Compare CM Comet ML Early-stage Overlaps on evaluation and observability; scale not recorded for either. 1 of 1 capability Shared product type Compare W& Weights & Biases Acquired HoneyHive and W&B Weave both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; HoneyHive's scale not recorded; Weights & Biases is acquired, with no independent scale. 1 of 1 capability Shared product type Compare FA Fiddler AI Late-stage HoneyHive and Fiddler Continuous Evaluations both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; scale not recorded for either. 1 of 1 capability Shared product type Compare M Mastra Early-stage HoneyHive and Mastra Studio both serve buyers who need to test and evaluate an AI agent; scale not recorded for either. 1 of 1 capability Shared product type Compare O OpenRouter Late-stage HoneyHive and Ori Eval both serve buyers who need to test and evaluate an AI agent; HoneyHive's scale not recorded. 1 of 1 capability Shared product type Compare B Braintrust Late-stage HoneyHive and Patterns both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; HoneyHive's scale not recorded; ships AI agent, application and 1 more rather than the same layer. 1 of 1 capability Different layer Compare MA Maxim AI Undisclosed HoneyHive and Maxim both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships application, infrastructure service and 1 more rather than the same layer. 1 of 1 capability Different layer Compare R Respan Early-stage HoneyHive and Respan both serve buyers who need to test and evaluate an AI agent; ships API service and infrastructure service rather than the same layer. 1 of 1 capability Different layer Same scale band Compare C ClickHouse Late-stage HoneyHive and ClickStack both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; scale not recorded for either; ships agent platform, data service and 1 more rather than the same layer. 1 of 1 capability Different layer Compare H Helicone Acquired HoneyHive and Helicone both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; HoneyHive's scale not recorded; Helicone is acquired, with no independent scale; ships API service and platform rather than the same layer. 1 of 1 capability Different layer Compare S Splunk Acquired HoneyHive and Splunk Agent Observability both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; HoneyHive's scale not recorded; Splunk is acquired, with no independent scale. 1 of 1 capability Shared product type Compare L LangChain Late-stage HoneyHive and LangSmith Chat both serve buyers who need to test and evaluate an AI agent; scale not recorded for either. 1 of 1 capability Shared product type Compare E Elastic Public HoneyHive and Elastic LLM Observability both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; HoneyHive's scale not recorded; ships agent platform, application and 3 more rather than the same layer. 1 of 1 capability Different layer Compare D Dynatrace Public HoneyHive and Dynatrace AI Observability both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; scale not recorded for either; ships application and platform rather than the same layer. 1 of 1 capability Different layer Compare NR New Relic Undisclosed HoneyHive and New Relic AI Observability both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; scale not recorded for either; ships AI agent, application and 2 more rather than the same layer. 1 of 1 capability Different layer Compare HA Hume AI Undisclosed HoneyHive and User Testing API both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships API service, application and 3 more rather than the same layer. 1 of 1 capability Different layer Compare G Guild.ai Undisclosed HoneyHive and Guild agent control plane both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; scale not recorded for either. 1 of 1 capability Shared product type Compare T TrueFoundry Early-stage HoneyHive and TrueFoundry Agent Gateway both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; scale not recorded for either; ships API service, agent platform and 2 more rather than the same layer. 1 of 1 capability Different layer Compare M Micro1 Undisclosed HoneyHive and Cortex both serve buyers who need to test and evaluate an AI agent and watch an AI agent for suspicious or runaway behaviour; scale not recorded for either; ships data service rather than the same layer. 1 of 1 capability Different layer Compare C Crusoe Late-stage Overlaps on evaluation and observability; HoneyHive's scale not recorded. 1 of 1 capability Shared product type Compare D Datadog Public HoneyHive and Agent Observability both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; HoneyHive's scale not recorded. 1 of 1 capability Shared product type Compare C CoreWeave Public HoneyHive and CoreWeave ARIA both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; HoneyHive's scale not recorded; ships AI agent, infrastructure service and 1 more rather than the same layer. 1 of 1 capability Different layer Compare P Parloa Late-stage HoneyHive and Parloa Performance Lab both serve buyers who need to test and evaluate an AI agent; HoneyHive's scale not recorded; ships AI agent, agent platform and 1 more rather than the same layer. 1 of 1 capability Different layer Compare D Databricks Late-stage HoneyHive and Agent Bricks both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; HoneyHive's scale not recorded. 1 of 1 capability Shared product type Compare H Harness Late-stage HoneyHive and AI Evals both serve buyers who need to test and evaluate an AI agent; scale not recorded for either. 1 of 1 capability Shared product type Compare C Cognigy Acquired Overlaps on evaluation and observability; HoneyHive's scale not recorded; Cognigy is acquired, with no independent scale. 1 of 1 capability Shared product type Compare Y Yellow.ai Undisclosed Overlaps on evaluation and observability; scale not recorded for either. 1 of 1 capability Shared product type Compare M Mem0 Early-stage HoneyHive and Gateway both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; scale not recorded for either; ships API service, agent platform and 1 more rather than the same layer. Different layer Compare HA Hippocratic AI Late-stage HoneyHive and AI Call Supervisor both serve buyers who need to test and evaluate an AI agent and watch an AI agent for suspicious or runaway behaviour; HoneyHive's scale not recorded; ships AI agent, agent platform and 1 more rather than the same layer. 1 of 1 capability Different layer Compare D Decagon Late-stage HoneyHive and Experiments both serve buyers who need to test and evaluate an AI agent; HoneyHive's scale not recorded; ships AI agent, agent platform and 1 more rather than the same layer. 1 of 1 capability Different layer Compare Show all 40 related companies Show fewer Closest alternatives are pairs a vendor page itself compares. Similar products are matched from what each product does; nothing in that group is asserted as a rivalry.
Sources
Stage, from total funding
Company disclosure · 14 Oct 2026
"we're announcing $7.4M in total funding"
Valuation
Not found · 14 Oct 2026
Pages read for this record state no valuation or market capitalisation.
Founded
Not found · 14 Oct 2026
Pages read for this record state no founding year.
Public listing
Not found · 14 Oct 2026
No listing on the pages read; treated as private.
Description
Official documentation · 14 Oct 2026
Company page: "how enterprises observe, evaluate, and trust the agents they run in production."
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