Data Collection Standards

SageUnion is committed to maintaining a high standard of information quality within its ecosystem. To achieve this, the platform enforces clear and transparent data collection standards:

• Relevance: Submitted data must directly respond to the weekly question and contribute meaningful insights.

• Accuracy: Information must be fact-based, verifiable, and free from intentional misinformation.

• Originality: Responses must reflect the contributor’s own understanding, analysis, or research, avoiding plagiarism or AI-generated spam.

• Clarity: Submissions should be well-structured and easily understandable by other users and the AI evaluation engine.

• Language Compliance: The platform supports multilingual submissions but may initially require responses in specific languages to ensure evaluation accuracy.

Before AI evaluation, all user-submitted content undergoes a preprocessing phase to remove spam, irrelevant content, and low-effort responses that do not meet these standards.