AI Content & Assistance Policy

Full transparency regarding how artificial intelligence tools are used at ToolifyHub, and why human verification remains responsible for all code and content.

"ToolifyHub embraces AI as a powerful engineering accelerator for research, code linting, and formatting. However, we strictly prohibit unverified, fully automated content generation. Every tool, calculation, and guide is reviewed and validated by human engineers."

1. Acceptable AI Assistance Uses

We use AI models (such as LLMs and automated code linter agents) strictly as internal productivity tools for:

Code Refactoring & Scaffolding: Assisting in drafting TypeScript component interfaces and layout templates.
Competitive Research Analysis: Summarizing public technical documentation and standard specs (e.g. NIST, OWASP, ISO standards).
Draft Formatting & Proofreading: Checking syntax, typography formatting, and JSON-LD schema structural validity.

2. Strict AI Prohibitions

To protect our users and maintain Google Search Essentials people-first standards:

NO Unverified AI Publishing: No article, calculator code, or policy is ever published directly from AI output without human testing.
NO Synthetic Authority Signals: We never manufacture artificial reviews, expert credentials, or automated test reports using AI.
NO Scaled Low-Quality Content: We do not deploy mass-generated doorway pages or repetitive AI text intended primarily for search manipulation.

3. Human Engineering Responsibility

Regardless of the tools used in our development workflow, ultimate accountability rests with founder and lead engineer Ali Gohar. Every calculation formula is tested against primary math sources, compiled with `npx tsc --noEmit`, and verified in production SSG builds.