kitio.aiArize AI vs Bifrost
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Arize AI starts at $50/mo and Bifrost starts at See pricing page. Check both pricing pages for current plans.
At a glance
Best for
Category
Pricing model
Starting price
Free plan
Made by
Based in
Rating
Key features
- Arize Phoenix open source
- Agent tracing
- Online evaluations
- Drift monitoring
- Debugging copilot
- Drop-in SDK replacement
- Multi-provider routing
- Budgets and virtual keys
- Guardrails
- MCP gateway
- OpenTelemetry metrics and traces
| Feature | Arize AI | Bifrost |
|---|---|---|
| Best for | AI observability and evaluation, plus the open-source Phoenix | Open-source AI gateway for routing, governing and monitoring LLM calls |
| Category | Models & APIs | Models & APIs |
| Pricing model | Freemium | Freemium |
| Starting price | $50/mo | See pricing page |
| Free plan | Yes | Yes |
| Made by | Arize AI | Maxim AI |
| Based in | United States | – |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Arize AI starts at $50/mo and Bifrost starts at See pricing page. Check both pricing pages for current plans.
Free plan
Cheapest paid plan
Top plan
Free trial
3 plans
AX Free
Free
- 25k spans/month
- 1 GB ingestion/month
- 15 days retention
- Unlimited users
AX Pro
$50/mo
- 50k spans/month
- 10 GB ingestion/month
- 30 days retention
AX Enterprise
Contact sales
- Custom plans
2 plans
OSS
Free
- Self-hosted via Docker, K8s or binary
- Drop-in SDK replacement
- OTel metrics and traces
- Community support
Enterprise
Contact sales
- 14-day free trial
- Licensed enterprise features
Prices in USD, checked Oct 28, 2026 or later. Plans change often, so confirm on each tool's site before you buy.
Pros and cons
Arize AI
- Free open-source Phoenix
- Covers classic ML and LLMs
- Strong enterprise features
- AX costs rise with volume
- Two products can confuse
- Steeper setup than simple tools
Bifrost
- Free open-source self-hosted version
- One-line switch from provider SDKs
- Low added latency per request
- Enterprise pricing requires contacting sales
- Self-hosting needs ops work
- Governance features sit in Enterprise
Which one should you choose?
Choose Arize AI if you want:
- Free open-source Phoenix
- Covers classic ML and LLMs
- Strong enterprise features
Watch out: ax costs rise with volume.
Choose Bifrost if you want:
- Free open-source self-hosted version
- One-line switch from provider SDKs
- Low added latency per request
Watch out: enterprise pricing requires contacting sales.
Arize AI vs Bifrost FAQ
What is the difference between Arize AI and Bifrost?
Arize AI: AI observability and evaluation, plus the open-source Phoenix. Bifrost: Open-source AI gateway for routing, governing and monitoring LLM calls. Both are models & apis tools.
Is Arize AI or Bifrost cheaper?
Arize AI starts at $50/mo and Bifrost starts at See pricing page. Check both pricing pages for current plans.
Do Arize AI and Bifrost have free plans?
Arize AI: Yes. Bifrost: Yes.
Who makes Arize AI?
Arize AI is made by Arize AI, based in United States.
Who makes Bifrost?
Bifrost is made by Maxim AI.
Which should I choose, Arize AI or Bifrost?
Choose Arize AI if you value free open-source phoenix and covers classic ml and llms. Choose Bifrost if you value free open-source self-hosted version and one-line switch from provider sdks.