Compare tools
Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.
⇄ Comparison dimension — pick the market you're actually shopping in
✕
Fiddler AI
✓ verifiedFreemium
Enterprise AI observability and security platform to monitor, evaluate, and govern agentic and ML systems with guardrails.
51K visits/mo
✕
Confident AI
✓ verifiedFreemium
LLM evaluation and observability platform from DeepEval's makers for testing, tracing, red-teaming and governing AI applications.
102K visits/mo
Pricing
No public pricing
Free: $0 (real-time guardrails)
Developer: $0.002 per trace
Free: $0 (limited)
Starter: $9.99/user/mo
Core features
- ✦Dialogue with GLM large model
- ✦AI search
- ✦AI drawing
- ✦AI reading
- ✦AI-generated video (沉思清影-AI生视频)
- ✦AI-generated PPT
- ✦Data analysis tools
- ✦Code assistance (代码速写)
- ✦Intelligent agents
- ✦End-to-end agentic and ML observability
- ✦Real-time guardrails (hallucination, PII, jailbreak)
- ✦Continuous evaluations and custom judges
- ✦Root-cause analysis and decision lineage
- ✦AI governance, risk, and compliance controls
- ✦Flexible SaaS, VPC, or on-prem deployment
- ✦LLM evaluation with research-backed metrics
- ✦Production tracing and observability
- ✦AI red-teaming and adversarial testing
- ✦AI governance and standards enforcement
- ✦Prompt versioning and datasets
- ✦CI/CD and real-time alerting
Use cases
- →Engaging in conversations with an AI model
- →Generating images and videos using AI
- →Creating presentations with AI assistance
- →Analyzing data with AI tools
- →Assisting with code development
- →Monitoring production AI agents
- →Enforcing safety guardrails on LLM apps
- →Evaluating and debugging model behavior
- →Governance and compliance for enterprise AI
- →Benchmark and regression-test LLM systems
- →Trace and monitor production LLM apps
- →Stress-test apps against attacks
- →Standardize AI quality across teams
Visit