AI Agent Evaluator
Evaluate AI Agent performance across accuracy, task completion, latency and cost, with comparable benchmark reports
Tool Interface
Interactive tool will be available soon
Features
- ✓ Four-dimension evaluation: accuracy, completion, latency and cost
- ✓ 50+ built-in test scenario templates covering support, coding, data analysis and more
- ✓ Side-by-side comparison and regression testing across agents
- ✓ Auto-generated evaluation reports with radar charts
- ✓ Custom test sets and human-labeled feedback support
How to Use
- Pick a built-in scenario or import a custom test set
- Configure agent and model parameters
- Run automated evaluation
- Review four-dimension scores and optimization suggestions
FAQ
What is AI Agent Evaluator?
An online AI Agent evaluation tool. It evaluates agent performance across accuracy, task completion, latency and cost, producing comparable benchmark reports. Input: test scenarios and agent configuration. Output: four-dimension scores, radar charts and optimization suggestions.
Why do I need to evaluate AI agents?
Agents make multi-step decisions; single prompt tests cannot reflect overall performance. Systematic evaluation surfaces failure paths, latency bottlenecks and cost sinks — essential before shipping an agent.
What test scenarios are included?
50+ built-in templates covering customer support, code generation, data analysis, retrieval, tool calling, multi-turn planning and other production scenarios.
What metrics are supported?
Core metrics: accuracy (answer correctness), completion (task success rate), latency (end-to-end response time), cost (average cost per task), plus custom extension metrics.
Can I compare multiple agents?
Yes. Compare up to 5 agents or versions side-by-side with auto-generated comparison radar charts and rankings.
Is evaluation data safe?
Yes. Test data is used only for the current evaluation; a local mode keeps sensitive data inside your browser.