This page describes SABHYA’s product-design principles. SABHYA is in private beta; this is not a promise that every policy control or workflow is available to every account.
Outcomes
- KEEP: the moderation decision is to leave a comment visible.
- REVIEW: a person should examine the comment and relevant context before a final decision.
- HIDE: the moderation decision is to hide the comment.
The verdict expresses the product’s moderation decision. The Instagram action state is tracked separately; a decision does not prove that the platform accepted or completed an action.
Uncertainty and context
Language identification, a keyword match, or a model score is not by itself a complete judgment about meaning. Quotation, sarcasm, conversation history, and code-mixed language may change interpretation. Where the system is uncertain, review should remain visible as an outcome rather than being silently converted to KEEP or HIDE.
Human responsibility
Creators and account owners set their community standards and remain responsible for reviewing context-sensitive cases. Product automation remains under validation. This policy does not replace Instagram’s own tools, policies, or appeal processes.
Data minimization
Use only the information needed for moderation, limit access to authorized people, and consult the current privacy notice for product-specific data practices. Do not submit private personal data in public feedback or research examples.
Corrections
Questions or corrections can be sent through the Contact page.