Arize Phoenix vs Akkio
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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
Akkio
No code AI analytics for agencies and businesses to clean data, build predictive models, analyze performance and automate reporting with team friendly pricing.
Pricing Free trial / Starts $49 per month
Category data
Difficulty Beginner
Type Web App
Status Active
Feature Tags Comparison
Only in Arize Phoenix
llmobservabilitytracingevaluationopensourceotel
Shared
None
Only in Akkio
analyticspredictionno-codeagenciesreportingautomation
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
Akkio
- • Point and click model builder for churn conversion and scoring
- • Data prep tools to clean join and transform without scripts
- • Dashboards with narratives that explain drivers and lift
- • Scheduled reports to Slack email and client facing links
- • Live deployments and simple APIs to push scores into apps
- • Team spaces with sharing permissions and version history
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
Akkio
- → Score leads and route sales reps to high intent accounts
- → Forecast churn risk and trigger retention offers early
- → Automate weekly KPI reports with explanations and charts
- → Find creative and audience drivers behind ROAS shifts
- → Build quick proofs before handing to data engineering
- → Push scores to CRM to personalize outreach and nurture
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
Akkio
marketing and media agencies growth teams operations leads and SMBs who want practical AI analytics with simple deployment and reports
Capabilities
Arize Phoenix
Spans and Context Professional
Built in and Custom Intermediate
Clustering and Search Intermediate
Hosted AX Basic
Akkio
Clean and Join Basic
Models and Scores Intermediate
Dashboards and Reports Basic
APIs and Integrations Intermediate
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