Introduction

Thorough testing is crucial for building reliable AI phone agents. Retell provides multiple testing methods, each designed to validate different aspects of your agent’s behavior and performance.

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
LLM Playground interface showing conversation testing and function calls
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 capabilities
  • Success metrics and scoring
  • Scenario templates
  • Regression testing
Simulation testing dashboard showing test scenarios and success metrics
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:
  • Test voice quality and latency
  • Validate interruption handling
  • Check background noise processing
  • Verify DTMF and telephony features
Web call testing interface for making test calls to your agent
Best For: Final validation, voice quality testing, production readiness checks

Testing Method Comparison

FeatureLLM PlaygroundLLM SimulationWeb/Phone CallAudio Simulation
AvailabilityAll agentsAll agentsAll agentsComing soon
Setup effortMediumLowHighLow
Test speedFastVery fastReal-timeFast
Response accuracy
Function calls
Background noise
Interruptions
Batch testing
CostFreeFreeCall chargesFree

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

Phase 4: Continuous Testing

Tool: Batch Testing (Simulation)
  • Set up automated test suites
  • Monitor agent performance over time
  • Catch regressions early
  • Maintain quality standards
Pro tip: Create a test checklist covering all critical paths before each deployment. Include both happy paths and edge cases.