Best HoneyHive Alternatives in 2026
The top HoneyHive alternatives are Arize AX, Langfuse and Arize Phoenix: 15 LLM observability tools our editors would look at instead of HoneyHive, in our ranking order.
HoneyHive: A broad observability and evaluation suite for teams building LLM agents. Where it falls short: enterprise pricing is custom-priced.
Switching from HoneyHive? For most llm observability tools buyers the best HoneyHive alternative is Arize AX, built for teams wanting broad, production-ready LLM observability. On a budget, Opik starts at $19/mo.
Why People Look for a HoneyHive Alternative
- Enterprise pricing is custom-priced
- SAML, custom SSO, and custom retention controls are Enterprise features
- Developer support is provided through the community
Quick Picks by What You Need
- Best overallArize AX9.4
Teams wanting broad, production-ready LLM observability
Visit Arize AX - Lowest priceOpik9.1
Paid plans from $19/mo
Visit Opik - Best free optionArize AX9.4
Has a free plan
Visit Arize AX
All 15 HoneyHive Alternatives, Ranked
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
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Best forTeams wanting broad, production-ready LLM observability
- Better than HoneyHive:
- Editor score 9.4 vs 8.3
Broad LLM observability with tracing, evaluations, prompts, agents, RAG, and cost tracking.
- LLM evaluations
- Prompt management
- Retrieval tracing
9.4/10★★★★★Visit Arize AX -
Best forTeams seeking balanced open-source observability
- Better than HoneyHive:
- Editor score 9.3 vs 8.3
A broad observability platform with open-source deployment and accessible paid tiers.
- LLM evaluations
- Prompt management
- Retrieval tracing
9.3/10★★★★★Visit Langfuse -
Best forDevelopers wanting free open-source LLM observability
- Better than HoneyHive:
- Editor score 9.2 vs 8.3
A free platform for tracing, evaluating, and improving LLM applications.
- LLM evaluations
- Prompt management
- Retrieval tracing
9.2/10★★★★★Visit Arize Phoenix -
Best forCost-conscious teams needing full-stack observability
- Better than HoneyHive:
- Editor score 9.1 vs 8.3
A broad, cost-conscious stack for tracing, evaluation, prompts, monitoring, and agent debugging.
- LLM evaluations
- Prompt management
- Retrieval tracing
9.1/10★★★★★Visit Opik -
Best forGrowing teams wanting mature, broad observability
- Better than HoneyHive:
- Editor score 9.0 vs 8.3
A broad observability suite for teams tracing, evaluating, and monitoring LLM applications.
- LLM evaluations
- Prompt management
- Retrieval tracing
9.0/10★★★★☆Visit W&B Weave -
Best forLangChain-centric teams needing an integrated platform
- Better than HoneyHive:
- Editor score 8.9 vs 8.3
A broad LLM observability platform with especially strong LangChain ecosystem fit.
- LLM evaluations
- Prompt management
- Retrieval tracing
8.9/10★★★★☆Visit LangSmith -
Best forTeams needing affordable agent and RAG visibility
- Better than HoneyHive:
- Editor score 8.8 vs 8.3
Affordable visibility for agents, RAG pipelines, evaluations, and LLM costs.
- LLM evaluations
- Prompt management
- Retrieval tracing
8.8/10★★★★☆Visit LangWatch -
Best forDevelopers focused on deep trace investigation
- Better than HoneyHive:
- Editor score 8.7 vs 8.3
A broad observability platform for tracing agents, costs, failures, and evaluations.
- LLM evaluations
- Prompt management
- Retrieval tracing
8.7/10★★★★☆Visit Laminar -
Best forTeams wanting observability plus an LLM gateway
- Better than HoneyHive:
- Editor score 8.6 vs 8.3
A broad LLM monitoring stack with gateway, tracing, evaluations, and self-hosting.
- LLM evaluations
- Prompt management
- Retrieval tracing
8.6/10★★★★☆Visit Helicone -
Best forOrganizations prioritizing guardrails and governance
- Better than HoneyHive:
- Editor score 8.5 vs 8.3
A governance-focused observability platform for LLMs, agents, retrieval, and predictive models.
- LLM evaluations
- Prompt management
- Retrieval tracing
8.5/10★★★★☆Visit Fiddler AI -
Best forSelf-hosting teams needing broad infrastructure visibility
- Better than HoneyHive:
- Editor score 8.4 vs 8.3
A broad observability stack for teams comfortable running AI infrastructure themselves.
- LLM evaluations
- Prompt management
- Retrieval tracing
8.4/10★★★★☆Visit OpenLIT -
Best forAgent teams needing replay and audit visibility
A focused observability platform for replay, debugging, cost tracking, and audit visibility.
- Retrieval tracing
- Token cost tracking
- LLM tracing
8.2/10★★★★☆Visit AgentOps -
Best forOpen-source teams focused on evaluation and monitoring
A broad open-source toolkit for evaluating, tracing, and monitoring LLM applications.
- LLM evaluations
- Prompt management
- LLM tracing
8.1/10★★★★☆Visit Evidently AI -
Best forEvaluation-led teams needing production observability
A broad evaluation and tracing platform for teams operating LLM and agent workflows.
8.0/10★★★★☆Visit Galileo -
Best forLarge teams centered on evaluation workflows
A strong evaluation-led observability platform, with higher paid-plan costs.
7.9/10★★★★☆Visit Braintrust
HoneyHive Alternatives: Common Questions
What is the best alternative to HoneyHive?
Arize AX: #1 in our LLM Observability Tools ranking, with an editor score of 9.4 out of 10. Broad LLM observability with tracing, evaluations, prompts, agents, RAG, and cost tracking.
Is there a free alternative to HoneyHive?
Yes. Arize AX, Langfuse, Arize Phoenix, Opik and W&B Weave have a free plan or a free tier (15 of the 15 alternatives on this page).
What is the cheapest paid alternative to HoneyHive?
Of the alternatives here that publish a price, Opik starts lowest, at $19/mo.
Why do people look for HoneyHive alternatives?
Enterprise pricing is custom-priced; SAML, custom SSO, and custom retention controls are Enterprise features; Developer support is provided through the community.
How do I switch from HoneyHive?
Export your data from HoneyHive (most tools have an export in their settings). Sign up for the alternative; start on its free plan or trial if it has one. Import your export and set up the integrations your team relies on. Run both side by side for a short while, then cancel HoneyHive.
How to Switch from HoneyHive
- Export your data from HoneyHive (most tools have an export in their settings).
- Sign up for the alternative; start on its free plan or trial if it has one.
- Import your export and set up the integrations your team relies on.
- Run both side by side for a short while, then cancel HoneyHive.
HoneyHive vs Each Alternative
| # | Tool | Free plan | Paid from | LLM tracing | LLM evaluations | Prompt management | Agent tracing | Retrieval tracing | Deployment options | Score |
|---|---|---|---|---|---|---|---|---|---|---|
| 12 | HoneyHive | Yes | Yes | Yes | Yes | Yes | Yes | Both | 8.3 | |
| 1 | Arize AX | Yes | $50/mo | Yes | Yes | Yes | Yes | Yes | Both | 9.4 |
| 2 | Langfuse | Yes | $29/mo | Yes | Yes | Yes | Yes | Yes | Both | 9.3 |
| 3 | Arize Phoenix | Yes | Free | Yes | Yes | Yes | Yes | Yes | Both | 9.2 |
| 4 | Opik | Yes | $19/mo | Yes | Yes | Yes | Yes | Yes | Both | 9.1 |
| 5 | W&B Weave | Yes | $60/mo | Yes | Yes | Yes | Yes | Yes | Both | 9.0 |
| 6 | LangSmith | Yes | $39/seat/mo | Yes | Yes | Yes | Yes | Yes | Both | 8.9 |
| 7 | LangWatch | Yes | €29/seat/mo | Yes | Yes | Yes | Yes | Yes | Both | 8.8 |
| 8 | Laminar | Yes | $30/mo | Yes | Yes | Yes | Yes | Yes | Both | 8.7 |
| 9 | Helicone | Yes | $79/mo | Yes | Yes | Yes | Yes | Yes | Both | 8.6 |
| 10 | Fiddler AI | Yes | $0.002/unit usage-based | Yes | Yes | Yes | Yes | Yes | Both | 8.5 |
| 11 | OpenLIT | Yes | Free | Yes | Yes | Yes | Yes | Yes | Self_hosted | 8.4 |
| 12 | AgentOps | Yes | $40/mo | Yes | Yes | Yes | Both | 8.2 | ||
| 13 | Evidently AI | Yes | Free | Yes | Yes | Yes | Yes | Both | 8.1 | |
| 14 | Galileo | Yes | $100/mo | Both | 8.0 | |||||
| 15 | Braintrust | Yes | $249/mo | Both | 7.9 |
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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