Honeycomb

Honeycomb is an observability platform operated by Hound Technology, Inc., whose terms list a San Francisco, California address. The fetched pages do not state a founding year. It focuses on debugging complex distributed systems and AI agent workloads.

The platform combines distributed tracing, log analytics, metrics, frontend observability, SLOs, a service map and BubbleUp anomaly analysis, built on OpenTelemetry. Newer modules cover AI agent observability (agent fleet performance, LLM cost tracking), an MCP server and Canvas for agentic investigation. Customers named include Slack, Intercom, Booking.com and Nubank.

• Distributed tracing: trace analysis with service map and SLOs.
• BubbleUp: anomaly analysis that surfaces differing attributes.
• Log analytics and metrics: queries over logs and time series data.
• Telemetry pipeline: Refinery as a Service for sampling and routing.
• AI agent observability: agent fleet performance and LLM cost tracking.
• Agentic tools: MCP server, Agent Skills and Canvas for investigation.

A Vietnamese e-commerce platform can trace slow checkout requests across microservices and find the attribute causing them. A digital bank can set SLOs for payment APIs. An AI product team can track LLM cost and agent behavior alongside backend traces.

The pricing page claim on the site is that unlimited fields and users are included at no extra cost. BubbleUp helps find the attributes that separate slow or failing requests from normal ones. OpenTelemetry support limits instrumentation lock-in, and a private cloud option addresses data-control needs.

Distributed systems and AI agents generate high-cardinality behavior that traditional dashboards handle poorly, driving demand for query-driven observability. Teams are adding LLM cost and agent monitoring to existing stacks. Vietnamese digital banks and e-commerce platforms running microservices face similar debugging complexity.

Operated by Hound Technology, Inc. (San Francisco address per its terms); founding year not stated on the fetched pages. October 2026 news: AWS Resilience Technology competency (Oct 14) and a hiring announcement for a VP of Engineering (Oct 13). Innovation Week scheduled for November 2026.