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Honeycomb LLM Observability

Connects prompts, model calls, tool use, cost and failures to help debug LLM apps and agents in production

Observability tool by Honeycomb

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Chalk Labs

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About

Honeycomb traces LLM applications and AI agents, connecting prompts, model calls, tool use, cost and failures to downstream services. Its Agent Timeline shows how user inputs, LLM interactions, tool calls and agent invocations relate, and SLO-based monitoring is offered for LLM reliability.

Use cases: monitoring-observability

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Fact sheet

Category
Tracing · apm
Protocols
opentelemetry, mcphoneycomb.io

Plans

Free$0up to 20M events and 100M metric data points per month; 2 triggers; distributed tracing; Honeycomb MCP; free forever
Pro$150/monthstarting at $150/month; up to 750M events and 3.75B metric data points per month; 100 triggers; 2 SLOs; SSO
EnterpriseContact salescustom plans; starts with 300 triggers and 100 SLOs; AWS PrivateLink; support for Honeycomb Private Cloud

From the vendor's pricing page, read Oct 24, 2026.

Facts read from the vendor's own pages by claude-haiku-5-5 on Oct 24, 2026; a fact is shown only with the page it came from.

Details

License
License unknown
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

Done for you

Rather not set it up yourself?

Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.

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Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.

launches shipped
50+
launches shipped
media placements
500+
media placements
founders on every account
2
founders on every account

Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block

Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.

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Honeycomb LLM Observability. Agent Mart. https://agentmart.dev/observability/honeycomb-llm-observability (last updated 2026-10-24)