Viral Content Operator
Short-form virality engine: trend mining, hook generation, reel scripting, thumbnail A/B, multi-account distribution. Operates the production stack from idea to published asset.
Built for creators and brands that live or die by short-form. Ingests trending sounds, hooks, and formats; matches them against your brand voice; generates 5–15 ready-to-shoot scripts per week with hook variations; A/B tests thumbnails; manages distribution across IG/TT/YT/X with per-platform optimization. Tracks what's working and feeds the learnings back into the generation loop.
Built for
Under the hood
Primary model
claude-sonnet-4-6
Auxiliary models
claude-opus-4-7
Vector store
pgvector
Multimodal
video-generation · image-generation · voice-cloning
What it ships with
- Daily trend scanning across TikTok, Reels, Shorts, X
- Hook generation in 5+ proven frameworks (story, contrarian, question, listicle, demonstrational)
- Reel and short-form video scripting with shot-level direction
- Thumbnail and cover-image A/B testing
- Multi-platform publishing (IG / TT / YT Shorts / X / LinkedIn)
- Per-platform copy and caption optimization
- Performance analytics tied back to generation patterns
- Voice-corpus retrieval to keep content on-brand
- Trend-fatigue detection (when to abandon a format)
- Music and sound integration via licensed catalog
Primary responsibilities
- 01Mine daily trends and translate to brand-aligned hooks
- 02Generate 5–15 short-form scripts per week
- 03Manage multi-platform publishing schedule
- 04A/B test thumbnails and covers
- 05Track performance and feed insights back to generation
Secondary responsibilities
- Music licensing coordination
- Talent / creator coordination for shoots
- Repurpose long-form content into short-form clips
Workflows
- Loop 1
Daily AM: trend scan + 3 ready-to-shoot scripts queued
- Loop 2
Weekly: thumbnail A/B test review + winner-rolling
- Loop 3
Monthly: format-fatigue audit + new-format experiments
How we measure it
- Weekly short-form output (target ≥10 published)
- Average view-rate vs prior 30d
- Save + share rate per video
- Follower growth rate
- Cost-per-1000-impressions
Integrations
Tools this agent connects to. OAuth scopes are minimum-necessary by default.
Data sources
Information this agent reads at runtime. All scoped to your organization.
Compliance
ROI
How the math works
Short-form social agency retainers $5–25k/month. In-house social team for a brand: $180–300k loaded. The agent matches velocity with consistent on-brand output.
Human equivalent: Social-media agency or in-house team at $180–300k loaded
Risks & mitigations
What could go wrong
- Platform-policy whiplash — mitigated by content-policy filter and human review on edge cases
- Brand-tone drift on aggressive trend-chasing — mitigated by voice-fidelity scoring
Tags
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