Comprehensive AI Agent Testing

Everything you need to ensure your AI agents are reliable, secure, and high-performing before deployment.

4 Testing Categories
25+ Test Types
3 Integration Methods

Behavioral & Performance Testing

Comprehensive evaluation of your agent's task completion, response quality, and performance metrics.

Task Completion Analysis


Measure success rates across various use cases and scenarios with detailed completion tracking.

  • Success rate measurement
  • Failure pattern analysis
  • Task complexity scoring
  • Completion time tracking

How It Works

Our system runs your agent through predefined task scenarios and measures completion rates, quality of outcomes, and time to completion. We identify patterns in failures and provide actionable insights for improvement.

// Example test configuration
{
  "task": "customer_support_inquiry",
  "scenarios": [
    "billing_question",
    "technical_issue",
    "account_modification"
  ],
  "success_criteria": {
    "response_time": "< 5s",
    "accuracy": "> 90%",
    "customer_satisfaction": "> 4.0"
  }
}

Response Quality Assessment

AI-powered evaluation of content accuracy, relevance, and helpfulness with detailed scoring.

  • Accuracy scoring
  • Relevance analysis
  • Helpfulness rating
  • Tone consistency check

Advanced Scoring

We use multiple AI models to evaluate response quality across different dimensions, providing detailed feedback on how to improve your agent's outputs.

Accuracy
92%
Relevance
88%
Helpfulness
95%

Consistency Validation


Multi-run testing to identify non-deterministic behavior and ensure reliable outputs.

  • Multiple test runs
  • Variance detection
  • Consistency scoring
  • Pattern identification

Reliability Testing

We run the same test multiple times to measure how consistent your agent's responses are, helping identify areas where behavior varies unexpectedly.

Latency & Efficiency Metrics

Response time analysis and resource utilization tracking for optimal performance.

  • Response time measurement
  • Resource usage tracking
  • Bottleneck identification
  • Performance optimization tips

Performance Monitoring

Track response times, identify performance bottlenecks, and get recommendations for optimization.

Multi-turn Conversation Testing

Extended interaction pattern validation for complex conversational flows.

  • Context retention testing
  • Conversation flow analysis
  • Memory consistency check
  • Turn-by-turn evaluation

Conversational AI Testing

Test how well your agent maintains context and coherence across extended conversations.

Security & Safety Testing

Comprehensive security validation including prompt injection resistance and data leakage detection.

Prompt Injection Resistance

Systematic testing against malicious input attempts and instruction override tactics.

  • Direct injection testing
  • Indirect injection via content
  • Multi-turn manipulation
  • Context poisoning detection

Advanced Injection Testing

We test a comprehensive range of prompt injection techniques to ensure your agent cannot be manipulated to behave outside its intended parameters.

Direct Override Blocked
Indirect Injection Blocked
Context Poisoning Blocked

Jailbreaking Prevention

Evaluation of agent responses to manipulation tactics and escape attempts.

  • Role-play manipulation
  • Emotional manipulation
  • Authority assumption
  • Hypothetical scenarios

Jailbreak Testing

Test resistance to various jailbreaking techniques that attempt to make your agent ignore safety guidelines.

Data Leakage Detection

Verification that agents don't expose sensitive information or training data.

  • Training data exposure
  • Personal information leaks
  • System prompt disclosure
  • Internal data revelation

Privacy Protection

Ensure your agent doesn't accidentally reveal sensitive information, training data, or internal system details.

Access Control Validation

Role-based permission and boundary testing for secure interactions.

  • Permission boundary testing
  • Role escalation attempts
  • Unauthorized access detection
  • Authentication bypass testing

Security Boundaries

Test that your agent respects user permissions and cannot be tricked into providing unauthorized access.

Content Safety Screening

Inappropriate content generation detection and safety compliance validation.

  • Harmful content detection
  • Bias identification
  • Inappropriate response flagging
  • Safety guideline compliance

Safety Compliance

Ensure your agent produces safe, appropriate content that complies with safety guidelines and policies.

Reliability & Robustness Testing

Edge case handling, error recovery testing, and hallucination detection for consistent reliability.

Edge Case Handling

Response quality evaluation under unusual or unexpected input scenarios.

  • Unusual input testing
  • Boundary condition analysis
  • Unexpected scenario handling
  • Graceful degradation testing

Stress Testing

Test how your agent handles unusual inputs, edge cases, and unexpected scenarios to ensure robust performance.

Error Recovery Testing

System behavior evaluation during failures and recovery scenarios.

  • Failure simulation
  • Recovery mechanism testing
  • Error message quality
  • State preservation analysis

Fault Tolerance

Test how well your agent recovers from errors and maintains service quality during challenging conditions.

Load Testing

Performance evaluation under high-volume usage patterns and stress conditions.

  • Concurrent user simulation
  • Peak load testing
  • Resource usage monitoring
  • Performance degradation analysis

Scalability Testing

Simulate high-volume usage to ensure your agent maintains performance under load.

Context Preservation

Memory and conversation state management validation across interactions.

  • Memory consistency testing
  • Context window management
  • State persistence validation
  • Information retention analysis

Memory Testing

Ensure your agent properly maintains context and remembers important information throughout conversations.

Hallucination Detection

Accuracy verification and fact-checking against known sources and ground truth.

  • Fact verification
  • Source attribution checking
  • Consistency validation
  • Confidence scoring

Truth Verification

Detect when your agent generates false or misleading information and measure factual accuracy.

Custom Domain Testing

Industry-specific validation, compliance checking, and custom business rule testing.

Logic Validation

Custom business rule and workflow verification for domain-specific requirements.

  • Business rule compliance
  • Workflow validation
  • Decision tree testing
  • Process adherence checking

Business Logic Testing

Ensure your agent follows your specific business rules and processes correctly.

Prompt Pool Testing

Batch testing with customer-specific input sets and scenario libraries.

  • Custom prompt libraries
  • Batch test execution
  • Scenario-based testing
  • Domain-specific inputs

Custom Test Sets

Create and run tests using your own prompt libraries and domain-specific scenarios.

Domain Expertise Assessment

Industry-specific knowledge and accuracy testing for specialized applications.

  • Industry knowledge testing
  • Technical accuracy validation
  • Specialized terminology usage
  • Expert-level reasoning

Industry-Specific Testing

Test your agent's knowledge and accuracy in your specific industry or domain.

Compliance Checking

Adherence to business policies, industry regulations, and guidelines validation.

  • Regulatory compliance
  • Policy adherence testing
  • Guideline validation
  • Standards compliance

Regulatory Compliance

Ensure your agent meets industry regulations and company policy requirements.

A/B Testing Support

Comparative analysis between agent versions and configuration variants.

  • Version comparison
  • Performance delta analysis
  • Configuration testing
  • Improvement measurement

Version Comparison

Compare different versions of your agent to measure improvements and identify optimal configurations.

Flexible Integration Options

Connect your AI agents however works best for your architecture

Agent API
runQC

API Integration

Direct integration with your agent's REST API endpoints for seamless testing.

  • REST API testing
  • Multiple authentication methods
  • Real-time response analysis
  • Custom headers and parameters
Available on all plans
Web Interface
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Web Interface Testing (Coming Soon)

AI-powered navigation and testing through your web interface.


  • UI interaction automation
  • Screenshot analysis
  • User journey simulation
  • Visual regression testing
Coming Soon
Private Network
VPN
runQC

Enterprise VPN (Coming Soon)

Secure testing of agents within private networks and on-premises systems.


  • Private network access
  • On-premises support
  • Enhanced security protocols
  • Audit trail and compliance
Coming Soon

Comprehensive Reporting & Analytics

Detailed insights and actionable recommendations for your AI agents

Agent Test Report

March 15, 2024
94 Overall Score
Security
98%
Performance
92%
Reliability
89%

Key Recommendations

  • Improve error handling for edge cases
  • Optimize response time for complex queries
  • Enhance context retention in long conversations

Executive Summaries

High-level performance overview for business stakeholders with key metrics and insights.

Technical Deep Dives

Detailed analysis for development teams with specific improvement recommendations.

Trend Analysis

Performance changes over multiple test runs with historical comparisons.

Issue Prioritization

Critical, high, medium, and low priority findings with actionable next steps.

Improvement Recommendations

Concrete steps to enhance agent performance with code and prompt suggestions.

Risk Assessment

Security and reliability risk categorization with mitigation strategies.

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