Available Testing Methods
1. LLM Playground
Purpose: Interactive text-based testing for rapid iteration and debugging.Key features: Real-time conversation testing, function call visualization, variable inspection, prompt debugging.Best for: Initial development, prompt refinement, debugging specific conversation paths.
2. LLM Simulation Testing
Purpose: Automated testing with predefined scenarios for consistent quality assurance.Key features: Batch testing, success metrics and scoring, scenario templates, regression testing.Best for: Quality assurance, regression testing, validating changes before deployment.
3. Web Call / Phone Call Testing
Purpose: Real-world testing with actual voice interactions to validate audio performance.Key features: Voice quality and latency testing, interruption handling, background noise, DTMF and telephony features.Best for: Final validation, voice quality testing, production readiness checks.
Testing Method Comparison
| Feature | LLM Playground | LLM Simulation | Web/Phone Call |
|---|---|---|---|
| Setup effort | Medium | Low | High |
| Test speed | Fast | Very fast | Real-time |
| Response accuracy | ✅ | ✅ | ✅ |
| Function calls | ✅ | ✅ | ✅ |
| Background noise | ❌ | ❌ | ✅ |
| Interruptions | ❌ | ❌ | ✅ |
| Batch testing | ❌ | ✅ | ❌ |
| Cost | Per message | Per message | Call charges |
Recommended Testing Workflow
Phase 1: Development Testing
Tool: LLM Playground
- Iterate on prompts and conversation flows
- Debug function calling logic
- Test edge cases interactively
- Validate dynamic variables
Phase 2: Quality Assurance
Tool: LLM Simulation Testing
- Create comprehensive test scenarios
- Run regression tests after changes
- Validate success metrics
- Ensure consistent performance
Phase 3: Production Validation
Tool: Web / Phone Call Testing
- Test actual voice interactions
- Verify audio quality and latency
- Check telephony features
- Validate real-world performance