Arize AI
Production ML monitoring + LLM observability (Arize AX) — drift, eval, root-cause. Pre-LLM observability leader; now LLM-pivoted.
At a glance
- Type
- ML + LLM observability platform
- Tier
- T1
- Created
- 2020
- Latest release
- searched not found
- License
- searched not found
- GitHub
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- Pricing
- searched not found
- Funding
- $130.7M total raised through Series C 2024-07 ($70M, Salesforce Ventures + Battery led).
Taxonomy
- storage
- n/a
- retrieval
- n/a
- persistence
- n/a
- update
- n/a
- unit
- n/a
- governance
- n/a
- conflict
- n/a
When to use
Optimised for: searched not found
Anti-fit: searched not found
Pros & cons
Pros
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Cons
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Claims & capabilities
$70M Series B 2023 (TCV led); $130M total.
Technical surface
- API surface
- searched not found
- Backend storage
- not applicable — not a memory product
- Deployment
- searched not found
- Embedding model
- not applicable — not a memory product
- Multi-tenancy
- searched not found
- MCP
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- A2A
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- OpenTelemetry
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Compare Arize AI with…
Similar systems
Other evaluation & observability platforms in the catalog, ranked by inbound references.
- Arize Phoenix T1
Arize AI's open-source LLM observability tool — OpenTelemetry-native LLM tracing, evals, datasets. Arize commercial offers Phoenix + Surveyor.
- Braintrust T1
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- Confident AI / DeepEval T2
Open-source DeepEval framework + Confident AI cloud — pytest-style eval runs, hallucination/relevance/bias metrics, datasets.
- Galileo T1
Galileo Evaluate / Observe / Protect — eval, tracing, guardrails. Big focus on hallucination detection and ChainPoll evaluator metric.
- Helicone T2
Open-source LLM observability with one-line proxy integration — gateway routes through their proxy, captures every LLM call. Sessions + custom properties + evals.
- Humanloop T2
Collaborative LLM development platform — non-eng prompt editor, eval, tracing. UK; Index Ventures + Y Combinator backed.