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Comment EngineEnterprise control plane

Comment Engine for scale, with governance.

Discover targets, generate contextual comments, and send with human-like controls. Built for operators who need throughput without losing approval control.

Start freeTalk to sales
Discovery types
Keyword / Competitor / Trend
Approval modes
Required / Auto
Pacing range
5s – 30m delay
Approval queue
12 pending
Growth Campaign · @techfounder_42
2m ago
"Baru bahas AI infra scaling, ada best practice buat cost control?"
Menarik insight soal AI infra. Untuk cost control, pendekatan FinOps bertahap biasanya lebih sustainable - mulai dari visibility, lalu guardrail. Happy to share playbook kami.
Approve & scheduleReject
Delayed 87s via human-like pacingscheduled to sent
Live preview mock. Data shown is synthetic and not from real accounts.

Capabilities

Everything you need to operate comment engine at production scale.

Approval-first
Editable drafts, bulk approve/reject, audit trail.
Human-like pacing
Platform-aware random delay (IG ≥3m, Threads ≥4m, TikTok ≥5m) configurable per campaign.
Rate limits
Per-platform safe caps (IG 50/hari, Threads 40/hari, TikTok 30/hari) + hourly pace + monthly workspace caps.
AI powered
Gateway routed, fallback local, risk-scanner guarded.

Architecture

How Comment Engine flows from trigger to result.

1Listener discovery

Poll keyword or competitor queries → target posts via connector.

2AI draft

Hybrid gateway (9Router) + knowledge + skill context → comment draft.

3Approval → Send

Human gate, bulk actions, delayed queue, connector delivery.

Why it matters

Discover targets, generate contextual comments, and send with human-like controls.

  • Keyword and competitor listeners
  • Approval-required campaigns
  • Rate limits and delays
  • Activity logging
Security & control
Encrypted secrets + least-privilege workspace isolation
Rate limits and human-like pacing enforced
Audit logs for every config, approval, and publish action

Related features

Combine Comment Engine with the rest of the control plane.

Session Routing
Keep accounts healthy behind proxy pools.
Agent Intelligence
Generate drafts with knowledge + memory.
Skill Execution
Run skills before a draft is sent.

Ready to run Comment Engine?

Create a workspace, connect accounts, and launch your first campaign with approval-first safety.

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