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Head-to-head · AI Agent Observability Tools

HoneyHive vs W&B Weave

  • Updated Oct 2026
  • Both researched from official sources
  • 2 checks side by side
Higher score HoneyHive #5 in AI Agent Observability Tools 8.8/10 Free plan Free plan✓ 1 of 3 features Visit HoneyHive
W&B Weave #8 in AI Agent Observability Tools 8.5/10 Free plan · 30-day trial Free planFree trial✓ 1 of 3 features Visit W&B Weave

HoneyHive leads on 0 checks, W&B Weave on 0, and 2 are even. Who comes out ahead on the 2 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreHoneyHive · 8.8/10
  • Free planboth
  • Free trialonly W&B Weave

HoneyHive scores higher on our rubric for ai agent observability tools: 8.8 against 8.5 out of 10; our editors rank them #5 and #8.

HoneyHive is the better fit for teams focused on production agent quality. W&B Weave is the better fit for established teams needing broad evaluation workflows.

  • HoneyHive fits best

    Teams focused on production agent quality

  • W&B Weave fits best

    Established teams needing broad evaluation workflows

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Side by side

Feature HoneyHive 8.8/10 Visit ↗ W&B Weave 8.5/10 Visit ↗
At a glance
Editor score 8.8 8.5
Ranking #5 in AI Agent Observability Tools #8 in AI Agent Observability Tools
Best for Teams focused on production agent quality Established teams needing broad evaluation workflows
Pricing model Free plan + paid Free plan + paid
Starting price — $60/mo
Free plan ✓ ✓
Free trial — 30 days
Deployment Cloud, Self-hosted Cloud, Self-hosted
Platforms Web Web
Support Email, Community, Docs Email, Live chat, Community, Docs
Compliance SOC 2, GDPR, HIPAA, SSO/SAML, 2FA SOC 2, ISO 27001, GDPR, HIPAA, SSO/SAML
Integrations 100+ integrations 30+ integrations
Built for Small business, Mid-market, Enterprise Small business, Mid-market, Enterprise
Features HoneyHive 1/3 · W&B Weave 1/3
Session replay Not checked yet Not checked yet
Prompt and tool tracing Not checked yet Not checked yet
Cost tracking ✓ ✓
Specs
Trace retention Not checked yet Not checked yet
Deployment options Not checked yet Not checked yet
Agent framework support Not checked yet Not checked yet
Our review
Pros
  • Traces prompts, tools, retrieval steps, and agent handoffs
  • Combines automated, human, and LLM-judge evaluations
  • Supports prompt deployments, regression tracking, drift detection, and alerts
  • Traces agent sessions, tools, sub-agents, latency, tokens, and costs
  • Combines automated evaluations, custom scorers, and comparison workflows
  • Supports major providers, agent SDKs, and orchestration frameworks
Cons
  • Enterprise capabilities use custom pricing
  • SAML and custom SSO are limited to Enterprise
  • Self-hosted, hybrid, and single-tenant options are Enterprise features
  • Data ingestion, storage, and some usage are billed separately
  • The Free plan has community support rather than priority support
  • Enterprise capabilities are concentrated in a separate plan
Our verdict

HoneyHive is an AI observability and evaluation platform for developers, AI engineering teams, and enterprises operating LLM applications and agents. It records distributed traces across prompts, model calls, tools, retrieval steps, and…

Read the review →

W&B Weave is an observability and evaluation platform for teams building LLM applications and production agents. It records inputs, outputs, metadata, latency, token usage, costs, tool calls, and multi-step agent activity. Its scope also…

Read the review →
  1. HoneyHiveAI Agent Observability Tools 8.8Free plan
  2. W&B WeaveAI Agent Observability Tools 8.5Free plan · 30-day trial

Strengths and trade-offs

  • HoneyHive — where it wins

    • Traces prompts, tools, retrieval steps, and agent handoffs
    • Combines automated, human, and LLM-judge evaluations
    • Supports prompt deployments, regression tracking, drift detection, and alerts

    Where it doesn't

    • Enterprise capabilities use custom pricing
    • SAML and custom SSO are limited to Enterprise
    • Self-hosted, hybrid, and single-tenant options are Enterprise features

  • W&B Weave — where it wins

    • Traces agent sessions, tools, sub-agents, latency, tokens, and costs
    • Combines automated evaluations, custom scorers, and comparison workflows
    • Supports major providers, agent SDKs, and orchestration frameworks

    Where it doesn't

    • Data ingestion, storage, and some usage are billed separately
    • The Free plan has community support rather than priority support
    • Enterprise capabilities are concentrated in a separate plan

More comparisons

All AI agent observability tools comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update