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.
Discovery types
Keyword / Competitor / Trend
Approval modes
Required / Auto
Pacing range
5s – 30m delay
Approval queue
12 pendingGrowth 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.
Ready to run Comment Engine?
Create a workspace, connect accounts, and launch your first campaign with approval-first safety.