Community Intelligence

See how blog comments move from moderation to reply

Sentimo brings blog comments into one workflow: ingest, screen, score, review, and respond. Teams can see what is spam, what needs moderation, and which comments deserve an answer.

One workflow from comment intake to reply approval
Four clear signals to explain priority and risk
Human review stays in the loop for edge cases
A comment needs a closer look

“Useful tutorial, but the pricing section is out of date and a bit confusing.”

Sentiment5.8Respect9.1Constructive8.4Sarcasm0.2
Moderation result · Approved with follow-up

No policy rule matched — flagged as constructive feedback for the content team.

Suggested reply

Good catch, thank you. We have refreshed the pricing section and added a link to the current plans.

Illustrative example

Illustrative example · Sample content and results.

One workflow from comment intake to reply approval Four clear signals to explain priority and risk Human review stays in the loop for edge cases
What changes

What teams can do once comments are structured

The goal is to help community and content teams review faster and respond more consistently.

Supported sources
CMS comment streams
Community platforms and forums
CSV uploads and API feeds
  • Review each comment with clear signals and moderation status.
  • Separate spam, risky comments, and useful feedback faster.
  • Approve, edit, or send suggested replies from the same workflow.
Moderation

Moderation based on how your community should work

Sentimo checks each comment against your moderation rules, then decides whether it can pass, should be reviewed, or needs escalation.

01

Spam and abuse screening

Catch toxic language, bots, link spam, and off-topic promotions before they distract moderators.

02

Human review queue

Send edge cases to moderators with the scores and context that explain why they need attention.

03

Comment history

Keep a visible record of status changes, moderation decisions, and repeat patterns over time.

Flag low-respect comments before they appear publicly.
Route constructive questions to content or support teams.
Escalate sarcastic comments when sentiment alone would be misleading.
Your rules

Rules can change by topic, source, or team

Set thresholds and actions based on the four signals, then adapt them by source, content type, or community policy.

Scoring

Four signals that explain every comment

Score each comment so your team can prioritize responses and keep discussions healthy.

Sentiment

How positive or negative the comment feels overall.

“This tutorial saved me hours.” → strongly positive

Respect

Whether the language is civil and appropriate for public display.

“You’re clueless, this is useless.” → low respect

Constructiveness

How actionable the feedback is for your content or product teams.

“Add a section about pricing.” → high constructiveness

Sarcasm

Whether the message is ironic or sarcastic (can distort sentiment).

“Amazing, another breaking change.” → high sarcasm

AI replies

Replies come after the comment is understood

Once a comment is screened and scored, Sentimo can draft a reply your team can approve, edit, or send.

  • Tone presets for educational, supportive, or firm replies.
  • Suggested links, clarifications, or next steps when relevant.
  • Manual approval or automated sending, depending on your rules.
Suggested reply · Brand tone “Appreciate you sharing this! We’re glad the article helped—if there’s a topic you want us to cover next, tell us.”

Illustrative example · Your team approves before anything is sent.

Context

Commenter context when it helps the decision

When available, Sentimo links repeat contributors and recurring topics so moderators respond with better context.

Group comments by author or theme to prioritize follow-up.
Identify serial spammers or repeat questions.
Track sentiment shifts across campaigns or launches.
Insights

Comments can also feed broader content insights

Once comments are structured, teams can reuse recurring questions and topic signals without rereading everything manually.

Questions your audience keeps asking (and content they want next).
Hot topics that drive engagement and shares.
Signals of confusion, friction, or feature demand.
End to end

How Sentimo handles blog comments

A simple flow from intake to action.

01

Ingest comments

Connect your CMS or import comment feeds so new comments enter one workflow.

02

Screen and score

Each comment is checked for spam and scored across sentiment, respect, constructiveness, and sarcasm.

03

Review edge cases

Teams can approve safe comments quickly and inspect only the ones that need moderation.

04

Reply and learn

Draft replies, approve them when needed, and reuse structured comment data across content and community teams.

Blog Comments FAQ

What to know about how Sentimo handles blog comments.

Sentimo analyzes blog comments from CMS platforms, forums, newsletters, and custom sources via CSV or API.

It scores sentiment, respect, constructiveness, and sarcasm, then applies your rules to flag spam or risky content.

Yes. Sentimo drafts on-brand responses that your team can approve or edit before publishing.
Blog Comments · Sentimo

Ready to keep your comment threads healthy?

We will walk through spam screening, moderation rules, and reply approval using your own comment sources.

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