Question 1

How is the health score calculated?

Accepted Answer

Starts at 70, then adds for positivity, subtracts for negativity, spam, and toxicity. Each spam/toxic comment pulls the score down hard because they damage trust disproportionately. Result is clamped 0–100.

Question 2

What's a "good" health score?

Accepted Answer

80+ = excellent, 65–80 = healthy, 50–65 = needs attention, under 50 = serious issues. Most unmanaged ad-running brands sit between 40–55. Brands using comment moderation tools typically run 75–90.

Question 3

Is this analysis accurate?

Accepted Answer

It's a heuristic — fast, free, and entirely browser-side. Pattern matching catches the obvious cases (clear spam, scam keywords, slurs, "love this") well. It misses sarcasm, in-jokes, and ambiguous tone. For nuanced analysis use the AI-powered Bulk Sentiment Analyzer.

Question 4

Does data leave my browser?

Accepted Answer

No. Everything runs in your browser with zero network calls. Paste customer comments, ad replies, even DMs without privacy concerns.

Question 5

How often should I check?

Accepted Answer

Weekly is a good cadence. Comment health changes slowly when nothing's wrong, but drops fast when a viral negative thread hits or a bot wave starts. A weekly score is your early-warning system.

Question 6

How does FeedGuardians improve this?

Accepted Answer

FeedGuardians keeps your score high automatically: hides spam in real time, AI-replies to FAQs so question rate stays low, and alerts you the moment a negative-sentiment cluster spikes.

Comment Section Health Score

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