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Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.
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VisibilityRadar
✓ verifiedFreemium
VisibilityRadar scores brand visibility across 6 AI models and recommends strategies customized to each model's training data sources.
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Arize AI
✓ verifiedFreemium
AI observability and evaluation platform to trace, evaluate and improve LLM agents in production, with an open-source Phoenix core.
248K visits/mo
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Maxim AI
✓ verifiedFreemium
End-to-end evaluation and observability platform for building, testing, and monitoring AI agents and LLM apps.
102K visits/mo
Pricing
Free Demo (1 competitor, 10 prompts, 1 use)
AX Free: $0/mo (25k spans/mo)
AX Pro: $50/mo (50k spans/mo)
Developer: $0 (3 seats, 10k logs/mo)
Professional: $29/seat/mo (100k logs/mo)
Business: $49/seat/mo (500k logs/mo)
Free trial available
Core features
- ✦6 AI Model Scoring (0-100 Visibility Score)
- ✦Per-Model Strategy Playbook
- ✦Brand Sentiment Analysis
- ✦Competitor Comparison
- ✦AI-Readiness Audit
- ✦Month-over-Month Tracking
- ✦PDF Report Export
- ✦MCP API (Claude Desktop, Cursor)
- ✦Geographic markets (Global, Turkey, USA, UK, Germany)
- ✦Agent and LLM tracing
- ✦Large-scale evaluations
- ✦Open-source Phoenix observability
- ✦Alyx AI engineering agent
- ✦OpenTelemetry-based instrumentation
- ✦Experiments and prompt playgrounds
- ✦Prompt IDE, versioning, and deployment
- ✦Agent simulation and evaluation
- ✦Production tracing and observability
- ✦Pre-built and custom evaluators
- ✦Human-in-the-loop evaluation
- ✦Bifrost LLM gateway
Use cases
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- →Debugging AI agents in production
- →Measuring LLM output quality
- →Catching regressions before deploy
- →Testing and comparing prompts and models
- →Evaluating and simulating AI agents
- →Monitoring agents in production
- →Running human evaluation pipelines
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