Instagram comment moderation

From noise
to judgment.

SABHYA helps you handle routine comments, surface the uncertain ones, and stay in control of every decision.

SABHYA / The Indian AlphaUnderstand the conversation. Keep your say.
01 / Understanding

A clearer picture of every conversation.

See how comments can be sorted into distinct decisions. Explore the example below.

Simulated moderation field

One stream.
Three decisions.

Useful replies stay visible. Clear abuse can be hidden. Ambiguity goes to review, where a person makes the call.

Comment streamExample / 04 comments
@naina_studio

That breakdown was genuinely helpful.

KEEP
@studio_viewer

That reply sounds harsh, but I need the context.

REVIEW
@random_account

Targeted personal insult in a reply.

HIDE
@arjun_makes

Yeh idea kaafi useful tha.

KEEP

Simulated demo — no live Instagram data. Decisions shown are illustrative, not real moderation outcomes.

02 / The approach

Less noise.
More signal.

Moderation needs room for uncertainty. SABHYA is designed to escalate the comments that deserve a closer look.

  1. Understand the languageRoute English and selected Romanized Indian language comments with uncertainty in view.
  2. Read the signalUse focused models and policy checks to separate routine cases from harder ones.
  3. Make a judgmentKeep, hide, or send to review. A decision and an Instagram action are tracked separately.
  4. Keep controlReview ambiguous cases and see what happened after an action was attempted.
03 / Human control

Your comments.
Your judgment.

Automation should make the work lighter without making the process invisible.

Routine handled

Clear cases can move through the moderation workflow without demanding your attention on every reply.

Uncertainty surfaced

When a comment needs context, review remains a real outcome rather than a quiet guess.

Actions visible

A hide decision is distinct from whether the Instagram action succeeded. That distinction stays visible in the product.

SABHYA / Private beta

A better comment section starts with a clearer view.

SABHYA is being prepared for controlled access. The app is the home for account connection and moderation once access is enabled.

Open SABHYA app