AI UGC Ads

Overview

This public intake copy packages

packages/skills-catalog/skills/(gtm)/ai-ugc-ads

https://github.com/tech-leads-club/agent-skills

Use it when the operator needs the upstream workflow, support files, and repository context to stay intact while the public validator and private enhancer continue their normal downstream flow.

This intake keeps the copied upstream files intact and uses

metadata.json

ORIGIN.md

AI UGC Ads You are a UGC growth strategist who builds repeatable systems for creator recruitment, AI-powered UGC production, creative testing, and paid amplification. You combine organic-first validation with structured testing frameworks to scale UGC campaigns profitably across TikTok, Meta, and YouTube Shorts.

Imported source sections that did not map cleanly to the public headings are still preserved below or in the support files. Notable imported sections: Before Starting, Section 1: The UGC-Only Growth Framework, Section 2: Creator Recruitment, Section 3: UGC Brief Template, Section 4: AI UGC Tools, Section 5: Ad Format Templates.

When to Use This Skill

Use this section as the trigger filter. It should make the activation boundary explicit before the operator loads files, runs commands, or opens a pull request.

• Use when the request clearly matches the imported source intent: When the user wants to create UGC ad campaigns, recruit UGC creators, generate AI UGC content, or scale with user-generated content. Also use when the user mentions 'UGC,' 'user-generated content,' 'creator ads,'....
• Use when the operator should preserve upstream workflow detail instead of rewriting the process from scratch.
• Use when provenance needs to stay visible in the answer, PR, or review packet.
• Use when copied upstream references, examples, or scripts materially improve the answer.
• Use when the workflow should remain reviewable in the public intake repo before the private enhancer takes over.

Operating Table

metadata.json

ORIGIN.md

SKILL.md

SKILL.md

## Related Skills

Workflow

This workflow is intentionally editorial and operational at the same time. It keeps the imported source useful to the operator while still satisfying the public intake standards that feed the downstream enhancer flow.

1. Confirm the user goal, the scope of the imported workflow, and whether this skill is still the right router for the task.
2. Read the overview and provenance files before loading any copied upstream support files.
3. Load only the references, examples, prompts, or scripts that materially change the outcome for the current request.
4. Execute the upstream workflow while keeping provenance and source boundaries explicit in the working notes.
5. Validate the result against the upstream expectations and the evidence you can point to in the copied files.
6. Escalate or hand off to a related skill when the work moves out of this imported workflow's center of gravity.
7. Before merge or closure, record what was used, what changed, and what the reviewer still needs to verify.

Imported Workflow Notes

Imported: Before Starting

Ask the user:

1. What product or service are you promoting?
2. What is your current monthly ad budget (or are you starting at $0)?
3. Which platforms are you targeting (TikTok, Meta Reels, YouTube Shorts, all)?
4. Do you already have UGC creators or are you starting from scratch?
5. Are you open to AI-generated UGC or do you prefer human creators only?
6. What is your primary goal: awareness, conversions, or both?

Examples

Example 1: Ask for the upstream workflow directly

Use @ai-ugc-ads to handle <task>. Start from the copied upstream workflow, load only the files that change the outcome, and keep provenance visible in the answer.

Explanation: This is the safest starting point when the operator needs the imported workflow, but not the entire repository.

Example 2: Ask for a provenance-grounded review

Review @ai-ugc-ads against metadata.json and ORIGIN.md, then explain which copied upstream files you would load first and why.

Explanation: Use this before review or troubleshooting when you need a precise, auditable explanation of origin and file selection.

Example 3: Narrow the copied support files before execution

Use @ai-ugc-ads for <task>. Load only the copied references, examples, or scripts that change the outcome, and name the files explicitly before proceeding.

Explanation: This keeps the skill aligned with progressive disclosure instead of loading the whole copied package by default.

Example 4: Build a reviewer packet

Review @ai-ugc-ads using the copied upstream files plus provenance, then summarize any gaps before merge.

Explanation: This is useful when the PR is waiting for human review and you want a repeatable audit packet.

Imported Usage Notes

Imported: Examples

• User says: "We want to test AI UGC for our ads" → Result: Agent asks budget and channel (Meta/TikTok); recommends tier (e.g. Creatify for <$500/mo, human creators for $500–2K); outlines creator brief, hook testing, and Spark Ads / whitelisting flow.
• User says: "Our ad creative is fatigued" → Result: Agent suggests 3–5 new hook variations, trending sounds, and a weekly test plan; recommends kill/scale rules and when to refresh Spark codes; ties to paid-creative-ai for full-funnel creative.
• User says: "How do we recruit creators for UGC?" → Result: Agent outlines sourcing (marketplace vs outreach), compensation (15–30% by tier), brief template, and approval workflow; suggests starting with 3–5 creators and scaling winners.

Best Practices

Treat the generated public skill as a reviewable packaging layer around the upstream repository. The goal is to keep provenance explicit and load only the copied source material that materially improves execution.

• Timeframe - Kill If
• 24 hours - CTR < 0.5% with 2K+ impressions
• 48 hours - CPA > 2x target with $50+ spend
• 72 hours - Hook rate < 20%
• 7 days - ROAS < 1.0 for e-commerce
• 14 days - CPA trending up 3 consecutive days
• Condition - Action

Imported Operating Notes

Imported: Section 9: Kill Criteria and Scaling Rules

Kill Criteria

Scaling Rules

Fatigue Signals

CTR drops 20%+ from peak over 3 days. CPM rises 30%+ with same targeting. Frequency exceeds 3.0. Comment sentiment shifts negative.

Typical lifespans: TikTok Spark Ads 2-4 weeks, Meta Reels 2-3 weeks, static UGC images 1-2 weeks, YouTube Shorts 3-5 weeks.

Troubleshooting

Problem: The operator skipped the imported context and answered too generically

Symptoms: The result ignores the upstream workflow in

packages/skills-catalog/skills/(gtm)/ai-ugc-ads

metadata.json

ORIGIN.md

Problem: The imported workflow feels incomplete during review

Symptoms: Reviewers can see the generated

SKILL.md

Problem: The task drifted into a different specialization

Symptoms: The imported skill starts in the right place, but the work turns into debugging, architecture, design, security, or release orchestration that a native skill handles better. Solution: Use the related skills section to hand off deliberately. Keep the imported provenance visible so the next skill inherits the right context instead of starting blind.

Imported Troubleshooting Notes

Imported: Troubleshooting

• Low hook rate (views past 3s) → Cause: First 3 seconds don’t stop the scroll. Fix: Test 3–5 hooks per week; use trending sounds and formats; keep message single and clear; benchmark >30% hook rate.
• Spark Ads or whitelisting not approved → Cause: Policy or quality. Fix: Use creator’s organic post first; avoid misleading claims; ensure brand safety; reapply with different creative if rejected.
• Creator content doesn’t match brand → Cause: Brief too vague or wrong creator fit. Fix: Tighten brief (script, do/don’t, examples); cast by ICP and platform; approve before paid boost.

Related Skills

• @accessibility

  - Use when the work is better handled by that native specialization after this imported skill establishes context.

• @ai-cold-outreach

  - Use when the work is better handled by that native specialization after this imported skill establishes context.

• @ai-pricing

  - Use when the work is better handled by that native specialization after this imported skill establishes context.

• @ai-sdr

  - Use when the work is better handled by that native specialization after this imported skill establishes context.

Additional Resources

Use this support matrix and the linked files below as the operator packet for this imported skill. They should reflect real copied source material, not generic scaffolding.

references

references/n/a

examples

examples/n/a

scripts

scripts/n/a

agents

agents/n/a

assets

assets/n/a

Imported Reference Notes

Imported: Section 8: Creative Testing Matrix

The 3x3x3 Framework

3 Hooks (first 3 seconds): 1) Pain point: "Struggling with [problem]?" 2) Result: "I went from [before] to [after]" 3) Curiosity: "Nobody talks about this [topic] hack"

3 Bodies: 1) Story arc: problem > discovery > transformation 2) Listicle: "3 reasons why..." 3) Demo: product walkthrough with reaction

3 CTAs: 1) Direct: "Link in bio" 2) Engagement: "Comment [word] for the link" 3) Social: "Tag someone who needs this"

Total: 27 unique ad variations.

Testing Protocol

Phase 1 - Hook Test (Days 1-3): Run all 3 hooks, same body/CTA. $20-30/day per variation. Measure hook rate (% past 3s). Goal: >30%.

Phase 2 - Body Test (Days 4-6): Winning hook, test 3 bodies. Same budget. Measure hold rate (50%+ watch) and CTR. Goal: >15% hold, >1% CTR.

Phase 3 - CTA Test (Days 7-9): Winning hook+body, test 3 CTAs. Measure CPA. Goal: below target.

Phase 4 - Scale (Day 10+): Combine winners. Increase budget 20% every 48 hours while CPA holds.

Test Budget

For $10K+/month: use Meta Dynamic Creative or TikTok Smart Creative. Load 3 hooks, 2 bodies, 2 CTAs into one ad set. Platform auto-optimizes. Review after 50K impressions per cell.

Imported: Quick Reference

Budget Decision Framework

< $500/month  -> AI UGC (Creatify $33/mo) + product seeding
$500-$2K      -> 3-5 human creators (entry/nano) + AI for hook testing
$2K-$10K      -> 5-10 creators + whitelisting + AI iteration
$10K+         -> Full program (10-20 creators) + AI at scale + testing budget

Weekly Operations Checklist

• Review performance dashboard (kill/scale decisions)
• Brief 2-3 new creator videos from winning formats
• Test 3-5 new hook variations
• Refresh expiring Spark Ads codes
• Pull trending sounds/formats for next week
• Update creator payments and content calendar

Key Metrics

Imported: Section 1: The UGC-Only Growth Framework

Organic-First Flywheel

Validate creative organically before spending a dollar on ads. Platform algorithms pre-qualify your best content before you pay.

Stage 1 - Seed (Week 1-2): Recruit 3-5 creators at entry-level rates ($50-$150/video). Brief each on 2-3 ad formats. Post all content organically. Track views, watch time, saves, shares.

Stage 2 - Signal (Week 3-4): Identify posts breaking 5K-10K organic views. These have algorithm-validated hooks. Move winners to Spark Ads or whitelisted paid at $20-50/day per creative.

Stage 3 - Scale (Week 5+): Double budget on creatives holding CPA below target. Commission new variations of winning formats. Kill underperformers at 48 hours (see Section 8).

Stage 4 - Systematize (Ongoing): Build a rolling library of 15-30 active creatives. Replace 5-10 per week to prevent fatigue. Standardize briefs so any creator can produce within your framework. Most UGC ads fatigue in 2-4 weeks.

$0 Start Budget Path

1. Trade product for content (product seeding to 10-15 nano creators)
2. Post all UGC organically across TikTok, Reels, YouTube Shorts
3. Repurpose top performers with Opus Clip or CapCut for cross-platform
4. Only activate paid once you have 3+ organically validated winners
5. Begin paid at $500/month minimum, concentrated on top 3 creatives

Imported: Section 2: Creator Recruitment

Platform Selection Matrix

Direct Outreach Strategy

1. Search TikTok/Instagram for creators in your niche with 1K-50K followers
2. Filter for: consistent posting, good lighting, natural delivery, engagement rate >3%
3. DM template: "Hey [name], love your content about [topic]. We make [product] and think you would be perfect for some short video content. Interested in a paid collab? Happy to send product + pay [rate] per video."
4. Volume: DM 30-50 creators to land 5-10 responses (15-25% response rate)

Rate Benchmarks by Tier (2025-2026)

Cost multipliers: Usage rights +30-50%. Whitelisting +30%/month. Raw footage +30-50%. Rush delivery (<48h) +25-50%. Bundle discount (3-10 videos) -10-25%.

Product Seeding (Zero Budget)

Identify 15-20 nano creators who post in your category. Send free product with a short brief (not a script). Expect 40-60% completion rate. Upgrade best performers to paid.

Imported: Section 3: UGC Brief Template

BRAND: [Company name]
PRODUCT: [Product name + key features]
PLATFORM: [TikTok / Reels / YouTube Shorts]
FORMAT: [See Section 5 for format options]
LENGTH: [15s / 30s / 60s]
ORIENTATION: Vertical 9:16

HOOK (first 3 seconds):
- Option A: [Specific hook line]
- Option B: [Alternative hook]

KEY TALKING POINTS (pick 2-3):
1. [Main benefit or pain point]
2. [Social proof element]
3. [Unique differentiator]

CTA: [Specific call to action]

VISUAL: Natural lighting. Show product in use. One close-up minimum. No studio setups.
DO NOT: Read from a script. Use brand jargon. Film landscape. Mention competitors.

DELIVERABLES: 1 edited vertical video + raw footage + 3 product stills
COMPENSATION: $[amount] via [method] | DEADLINE: [date] | USAGE RIGHTS: [duration]

Imported: Section 4: AI UGC Tools

Tool Comparison (2025-2026)

AI vs Human UGC Decision

Use AI UGC when: testing 20+ hook variations, multi-language needs, budget under $500/month for creative, speed over authenticity, volume requirements (50+ variations/month).

Use human creators when: product needs physical demo, authenticity is core brand value, you need whitelisting/Spark Ads (requires real accounts), audience detects AI, building long-term relationships.

Hybrid approach (recommended): Use AI for rapid hook/script testing. Identify winners from AI test data. Brief human creators on proven scripts. Run human content as Spark Ads. Use AI for retargeting and lower-funnel.

AI UGC Production Workflow

1. Write 10 script variations using the hook/body/CTA matrix
2. Pick 3-5 avatars matching target demographic
3. Batch render all combinations (10 scripts x 5 avatars = 50 variations)
4. Quality filter: cut bad renders (expect 20-30% rejection)
5. Add captions, music, B-roll in CapCut
6. Post top 10-15 organically before any paid spend
7. Move organic winners into paid testing

Imported: Section 5: Ad Format Templates

All formats follow vertical 9:16. Hook must land in first 3 seconds or the viewer scrolls.

Format 1: Problem-Solution

• [0-3s] State the pain point your audience feels daily
• [3-8s] Agitate: make it worse ("and the worst part is...")
• [8-20s] Introduce product as the fix
• [20-25s] Show result, testimonial, or metric
• [25-30s] CTA: "Link in bio" or "Comment [word]"
• Best for: direct response, all platforms

Format 2: Testimonial

• [0-3s] "I was skeptical but..." or "3 months later..."
• [3-10s] Before state: what life looked like
• [10-20s] Discovery: how they found the product
• [20-25s] Result: specific outcome with numbers
• [25-30s] Recommend directly to viewer
• Best for: mid-funnel, Meta Reels and YouTube Shorts

Format 3: Unboxing

• [0-3s] Package arrival or "This just came in..."
• [3-10s] Open and react authentically
• [10-20s] First use on camera
• [20-25s] Honest first impression verdict
• [25-30s] "Would you try it?"
• Best for: product launches, TikTok

Format 4: Tutorial

• [0-3s] "Here is how I [desired outcome]"
• [3-15s] Walk through 3-4 steps using product
• [15-25s] Show the finished result
• [25-30s] "Save this for later" / "Follow for more"
• Best for: SaaS, beauty, fitness on YouTube Shorts and Reels

Format 5: Comparison

• [0-3s] "Stop using [old way], try this instead"
• [3-12s] Show the frustrating old way
• [12-22s] Show your product solving it better
• [22-27s] Side-by-side visual comparison
• [27-30s] Direct to purchase
• Best for: competitive positioning, TikTok and Reels

Format 6: Day-in-the-Life

• [0-3s] "A day using [product] as a [role]"
• [3-10s] Morning routine integration
• [10-18s] Key product moment with genuine reaction
• [18-25s] How it improved their day
• [25-30s] Soft CTA or link reference
• Best for: lifestyle products, all platforms

Format 7: Green Screen React

• [0-3s] React to trending clip, headline, or stat
• [3-10s] Add context: "This is wild because..."
• [10-20s] Tie to your product naturally
• [20-25s] Proof: why your product is the answer
• [25-30s] Comment-driven CTA
• Best for: trend-jacking, TikTok

Format 8: TikTok Shop

• [0-3s] Product-first visual with trending sound
• [3-10s] Demo the product in action
• [10-20s] Value justification: why worth the price
• [20-25s] Urgency: limited offer, low stock
• [25-30s] "Tap the orange basket" / "Yellow cart below"
• Best for: direct commerce, TikTok Shop exclusively

Format Selection Guide

Imported: Section 6: Platform Strategy

Specs and Sweet Spots

All platforms: 9:16 vertical orientation.

Platform-Specific Notes

TikTok: Trends and sounds over polish. Spark Ads deliver 134% higher completion rate than standard in-feed. TikTok Shop for direct commerce. Post 1-3 UGC pieces/day.

Instagram Reels: Slightly more polished. Reels double CTR of Feed ads with UGC. Use partnership ads for whitelisting. 4-7 Reels/week.

Facebook Reels: Repurpose TikTok UGC. Older demo responds to testimonials and tutorials. CPM averages $7.19 vs TikTok $2.62. 3-5/week.

YouTube Shorts: Longer format (45-60s) works well. Tutorial formats outperform. Drives to long-form. 3-5/week.

Imported: Section 7: Whitelisting and Spark Ads

TikTok Spark Ads Setup

1. Creator enables Ad Authorization in Settings > Privacy
2. Creator opens video > "..." > Ad settings > generates authorization code (7-365 day duration)
3. Brand goes to TikTok Ads Manager > Assets > Creatives > Spark Ads > pastes code
4. Create campaign normally, select Spark Ad as creative. Runs from creator's handle.

Meta Partnership Ads Setup

1. Creator approves brand in Instagram Settings > Business > Branded Content
2. Brand creates campaign in Ads Manager > toggles "Partnership ad" > selects creator's post

Whitelisting Scale

Spark Ads Performance Edge

134% higher completion rates. 37% lower CPA. 2x engagement. Social proof compounds on the organic post. Algorithm treats as organic + paid for broader distribution.

Imported: Section 10: Benchmarks (2025-2026)

Platform Performance

UGC vs Brand Creative

UGC delivers 37% lower CPA, 2x engagement, 134% higher completion (Spark Ads). Nielsen attributes 47% of sales lift to creative quality. Over 80% of TikTok collabs cost under $300.

Benchmarks by Vertical

Imported: Section 11: TikTok Shop UGC Integration

Affiliate Creator Program

1. List products on TikTok Shop with 15-30% commission rates
2. Add to affiliate marketplace for creator discovery
3. Creators produce UGC organically with shopping tags
4. Each sale earns them the commission
5. Top-performing affiliate UGC gets boosted as Spark Ads

Commission tiers: Open marketplace 15-20% (+5% bonus for top sellers). Targeted outreach 20-25% (+5-10% for exclusivity). VIP creators 25-30% + flat fee per video.

Live Commerce

TikTok Live selling converts 5x higher than traditional ads in key markets. Provide scripts, samples, and commission incentives. Cut best live moments into short UGC clips. Budget $200-$500 per session for mid-tier creators.

Imported: Questions to Ask

• What have you tried before? What worked, what failed?
• Can your product be demonstrated in someone's hands?
• Who is your ideal customer (age, platform, interests)?
• Do you have existing customers willing to create content?
• What is your creative production capacity per week?
• Selling DTC or through marketplace (Amazon, TikTok Shop)?