API Testing with AI-Driven Insights
High-Coverage, Intelligent API Validation for Modern Services
QAstra elevates API automation with intelligent schema analysis, AI-generated test variations, and smart failure grouping.
By using MCP-generated network telemetry, AI understands API structures deeply and highlights hidden risks faster.
By using MCP-generated network telemetry, AI understands API structures deeply and highlights hidden risks faster.
Key Capabilities
- AI-Based Schema & Contract Analysis: AI scans OpenAPI/Swagger definitions to suggest missing edge-case tests.
- Intelligent Failure Grouping: MCP provides logs → AI clusters errors by root cause (auth, response shape, latency issues).
- Automated Negative & Security Test Generation: AI automatically generates boundary and invalid input tests for resilience validation.
- End-to-End Validation with UI/API Correlation: MCP network insights allow AI to link UI events with backend calls.
- Environment-Aware Testing: AI adjusts behaviors based on environment-specific responses.
Tech Stack
- Postman / RestAssured / Playwright API
- Contract Testing Tools
- MCP for network trace streaming
Business Impact
- Higher API reliability
- Automated detection of schema drift
- Faster debugging with summarized insights
- More comprehensive API coverage
Ideal For
API-first platforms, microservice architectures, and fast-scaling SaaS products.
API-first platforms, microservice architectures, and fast-scaling SaaS products.