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HookGenie AI

82+ AI micro tools for bios, ads, email, and rewrite workflows. Free with daily usage limits.

Browse AI Tools Workflow Guides

How We Test Tools

Each tool release follows a baseline quality workflow. The goal is to keep behavior deterministic where possible, and clearly labeled where output is probabilistic or format-based.

1. Structure and Routing Checks

  • Every tool page must map route slug, widget mode, and guide slug consistently.
  • Each tool page must include Introduction, How It Works, and FAQ sections.
  • Each tool page must include a Reference Sample.

2. Runtime Handler Coverage

  • Mode-based tools are checked against config and runtime handler definitions.
  • Missing handler or missing config for any mode fails QA.
  • Build and Astro type checks run before release.

3. Reference Sample Policy

  • Exact output: deterministic tools where expected output should match exactly.
  • Format output: tools with runtime/time/random/model variance.
  • Reference examples are reviewed when input UX changes (for example, moving from line-config to selects).

4. Regression Process

  1. Run tool QA audit for full page coverage.
  2. Run Astro checks.
  3. Run production build.
  4. Review high-impact tools manually when behavior changes.

Related: Known Limitations, Data Handling Summary, Editorial Policy.