Arize Phoenix vs Algolia
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Arize Phoenix
Open source LLM tracing and evaluation that captures spans scores prompts and outputs, clusters failures and offers a hosted AX service with free and enterprise tiers.
Pricing Free, SaaS tiers by quote
Category data
Difficulty Beginner
Type Web App
Status Active
Algolia
Hosted search and discovery with ultra fast indexing, typo tolerance, vector and keyword hybrid search, analytics and Rules for merchandising across web and apps.
Pricing Free / Usage based
Category data
Difficulty Beginner
Type Web App
Status Active
Feature Tags Comparison
Only in Arize Phoenix
llmobservabilitytracingevaluationopensourceotel
Shared
None
Only in Algolia
searchvectorhybridmerchandisinganalyticsapi
Key Features
Arize Phoenix
- • Open source tracing and evaluation built on OpenTelemetry
- • Span capture for prompts tools model outputs and latencies
- • Clustering to reveal failure patterns across sessions
- • Built in evals for relevance hallucination and safety
- • Compare models prompts and guardrails with custom metrics
- • Self host or use hosted AX with expanded limits and support
Algolia
- • Keyword and vector hybrid search with filters and facets
- • Typo tolerance synonyms and multilingual analysis
- • Rules based merchandising to boost bury and pin results
- • Recommend and AI add ons for re ranking and content discovery
- • Real time analytics for CTR AOV zero results and trends
- • Secure API keys with scopes and rate limiting
Use Cases
Arize Phoenix
- → Trace and debug RAG pipelines across tools and models
- → Cluster bad answers to identify data or prompt gaps
- → Score outputs for relevance faithfulness and safety
- → Run A B tests on prompts with offline or online traffic
- → Add governance with retention access control and SLAs
- → Share findings with engineering and product via notebooks
Algolia
- → Power e commerce search with dynamic facets and re ranking
- → Enable doc search in SaaS with per user keys and scopes
- → Add autocomplete and query suggestions to landing pages
- → Run A B tests on relevance and measure CTR and conversions
- → Detect zero result patterns and create content or synonyms
- → Expose recommendations and related items to raise AOV
Perfect For
Arize Phoenix
ml engineers data scientists and platform teams building LLM apps who need open source tracing evals and an optional hosted path as usage grows
Algolia
product engineers search specialists and merchandisers who need fast reliable search ranking control and analytics without running infra
Capabilities
Arize Phoenix
Spans and Context Professional
Built in and Custom Intermediate
Clustering and Search Intermediate
Hosted AX Basic
Algolia
APIs and SDKs Intermediate
Rules and Synonyms Intermediate
AI and Recommend Professional
Analytics and A B Basic
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