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DocumentationHow It WorksValidation Pipeline

Validation Pipeline

Every Test is Proven, Not Promised

Generated tests are validated through syntax checking, compilation, and real execution in isolated sandboxes — so you only receive tests that actually work.

What It Does

QuantumVerifi doesn’t just generate tests — it proves they work. Every test goes through a validation pipeline before being included in your results:

  1. Syntax check — Parses the code to catch errors instantly (165+ languages)
  2. Compilation — Builds the test to verify imports and types
  3. Execution — Runs the test in an isolated sandbox to confirm it passes

Tests that fail validation are automatically regenerated with error context. Only tests that compile, run, and pass are delivered to you.

Grading

Every analysis receives a quality grade based on validation results:

GradeMeaning
AExcellent — tests compile, run, and pass
BGood — minor issues, most tests pass
CFair — some tests need attention
DPoor — significant issues found
FFail — major problems

Isolated Execution

Tests are always executed in isolated sandboxes — never on your infrastructure. Sandboxes receive only the generated test code and a target URL (for E2E tests). They never have access to API keys, database credentials, or customer data.

Universal Language Support

The validation pipeline works for any programming language. For well-known languages (Go, Python, JavaScript, Java, Rust, etc.), native compilers and test runners provide maximum accuracy. For any other language, AI-powered detection identifies the correct build and test commands automatically.