SABHYA by The Indian Alpha is an Instagram comment moderation product in private beta. Its public design separates signals, decisions, and platform outcomes so that uncertainty is not hidden inside one automated label.

1. Interpret the comment with its limits in view

Comments may contain code-mixing, Romanized words, slang, or context-dependent language. A language route can inform how a comment is handled, but a route is not a toxicity or moderation verdict.

2. Make a moderation decision

SABHYA distinguishes KEEP, REVIEW, and HIDE. A REVIEW outcome makes a case available for human judgment where the available evidence or context is insufficient.

3. Keep platform action state separate

A decision to hide is conceptually distinct from whether an action was sent to Instagram and what response the platform returned. A trustworthy workflow should not describe an attempted action as a confirmed result.

4. Keep a human path available

Creators set their policies and review context-sensitive cases. Automatic moderation remains under validation; this page describes the intended product workflow and is not an accuracy or availability guarantee.

Continue to the Instagram moderation overview, the human-control principles, or the SABHYA system card.