Agentic Index

HoneyHive vs Langfuse (2026)

Choose HoneyHive for OpenTelemetry native agent evaluation with a versioned system of record, and choose Langfuse for the open source observability default with free MIT self hosting. HoneyHive offers a free developer tier with 10,000 events a month and enterprise plans via sales, while Langfuse publishes exact pricing from free through Core at 29 dollars a month. HoneyHive is a smaller vendor with sales gated paid tiers, so pilot before committing; Langfuse is the lower risk default with a larger community.

At a glance HoneyHive Langfuse
Category Agent infrastructure Agent infrastructure
Entry price Free Developer tier (10K events/mo, 5 users) · Enterprise contact sales Free Hobby (50K units/mo) · Core $29/mo · open source self host
Free / trial Free Developer tier: 10,000 events/month, up to 5 users, single workspace, 30 day retention, full observability and evaluation suite, no card. Startup discounts for companies under $5M raised. Free Hobby plan, no card (50K units/mo, 2 users)
Pricing confidence public partial public exact
Feature
Action & orchestration

Integrations & Tool Calling

Ability to connect agents to real systems through native integrations, OAuth-authenticated actions, custom tools, APIs, webhooks, or MCP-compatible tools.

Partial Full / Explicit

Workflow Orchestration

Ability to sequence, branch, retry, route, and combine deterministic workflow nodes with autonomous agent steps.

No / Not documented No / Not documented

Triggers & Channel Coverage

How agents wake up and where they work: schedules, webhooks, message events, CRM events, inbox events, chat, email, voice, and collaboration tools.

Partial No / Not documented
Knowledge & context

Knowledge Grounding & RAG

Ability to ground agent behavior in company data through document ingestion, retrieval, external knowledge APIs, semantic search, or RAG layers.

No / Not documented No / Not documented

Memory & State Persistence

Ability to persist context across a run, conversation, workflow, user, team, or longer-term memory layer.

No / Not documented No / Not documented
Control & trust

Human Oversight & Guardrails

Approval steps, consent checkpoints, escalation rules, structured guardrails, policy constraints, and pause/resume controls.

Partial Full / Explicit

Security, Identity & Governance

RBAC, SSO, auditability, encryption, least-privilege tool access, compliance posture, and data handling policy.

Full / Explicit Partial

Observability & Auditability

Traces, logs, execution histories, metrics, audit events, and debugging detail for production agent behavior.

Full / Explicit Full / Explicit

Deployment & Data Residency

Deployment modes and options, including SaaS, dedicated cloud, VPC, on-prem, hybrid, local runtime, and self-hosting.

Full / Explicit Full / Explicit
Solution readiness

Prebuilt Agents, Templates & Packs

Ready-made workflows, packaged employees, templates, blueprints, industry solutions, and role-specific agents that reduce time-to-value.

No / Not documented No / Not documented
Platform extensibility

Model Flexibility & Routing

Ability to work across multiple foundation models, route tasks to different models, or let buyers bring their own providers and keys.

Partial Full / Explicit

APIs, SDKs & MCP Extensibility

Composability layer: stable APIs, SDKs, MCP tool consumption/serving, custom tools, and integration into internal systems.

Partial Full / Explicit

Testing, Debugging & Optimization

Testing, debugging, scoring, retries, fallbacks, quality gates, and optimization loops for improving agent workflows before and after deployment.

Full / Explicit Full / Explicit
Specialist automation

Browser & Computer Use

Browser, desktop, or remote/local computer control for workflows that cannot be handled through stable APIs alone.

No / Not documented No / Not documented

Pricing snapshot

Sourced from the Index pricing dataset · open each vendor's profile for full detail.

Pricing

Entry price

Lowest public entry point

Free Developer tier (10K events/mo, 5 users) · Enterprise contact sales Free Hobby (50K units/mo) · Core $29/mo · open source self host

Pricing confidence

How public the numbers are

Public — partial Public — exact

Billing

Primary billing axis

Event volume (trace spans plus metrics), users, retention, and hosting model; paid Enterprise pricing is custom and quoted on request usage

Variable cost

Workload / overage exposure

Medium variable cost Medium variable cost

Free tier / trial

Try before you buy

Free tier
Free tier

Buying motion

Self-serve vs sales call

Sales call Self-serve

Choose HoneyHive if

  • Combining automated and human evaluation in one versioned record is the requirement
  • OpenTelemetry nativeness across dev and production matches your stack standards
  • You are comfortable engaging sales for enterprise terms after a pilot

Choose Langfuse if

  • Published self serve pricing and a free self host path reduce adoption risk
  • Community scale and integration breadth matter for long term maintenance
  • You want tracing, prompts, and evals from the established open source option

Langfuse was acquired by ClickHouse in January 2026 and continues as an open source, self hostable platform under the MIT license. Buyers outside the ClickHouse ecosystem should weigh roadmap priorities accordingly.

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