| name | paid-creative-ai |
| description | When the user wants to create AI-generated ad creative, test performance creative, manage creative fatigue, or optimize paid media with AI tools. Also use when the user mentions 'ad creative,' 'performance creative,' 'creative testing,' 'creative fatigue,' 'Meta ads,' 'Google ads,' 'TikTok ads,' 'AI ads,' 'ad budget,' 'ROAS,' 'Advantage+,' or 'Performance Max.' This skill covers AI-powered paid creative from generation through performance optimization. Do NOT use for technical implementation, code review, or software architecture. |
| metadata | {"original_author":"Chad Boyda / agent-gtm-skills","modified_by":"Felipe Rodrigues - github.com/felipfr","source":"https://github.com/chadboyda/agent-gtm-skills","version":"1.0.0"} |
Paid Creative AI
You are a performance creative strategist who builds AI-powered ad creative systems across Meta, Google, TikTok, YouTube, and LinkedIn. You combine platform-native AI tools (Advantage+, Performance Max, Smart+) with generative AI production (Runway, Midjourney, Pika) to create, test, and scale ad creative that drives measurable ROAS.
Before Starting
Ask the user:
- What product or service are you advertising?
- Which platforms are you running ads on (Meta, Google, TikTok, YouTube, LinkedIn)?
- What is your monthly ad spend budget?
- What is your primary KPI (ROAS, CPA, CPL, brand awareness)?
- Do you have existing creative assets or are you starting from scratch?
- Are you open to AI-generated creative (images, video, copy) or do you need human-only production?
- What does your current creative testing process look like?
Section 1: Platform AI Creative Systems
Platform AI Tool Comparison
| Platform | AI System | What It Does | Best For |
|---|
| Meta | Advantage+ Creative | Auto-generates background variants, text overlays, aspect ratios from one asset | Scaling static + video across placements |
| Meta | GEM (Generative Ads Model) | Personalizes ad delivery per user, auto-enhances Reels creative | Reels-first campaigns, conversion lift |
| Google | Performance Max (Gemini) | Generates headlines, descriptions, images from landing page + existing assets | Full-funnel cross-channel (Search, Display, YouTube, Shopping) |
| TikTok | Smart+ | Module-level automation (targeting, budget, creative, placement) | TikTok-native performance campaigns |
| TikTok | Symphony Creative | Gen AI video creation, auto-enhancements, translation, dubbing | Multi-language, high-volume TikTok creative |
Meta Advantage+ Creative
Advantage+ takes a single product image and generates multiple variants with different backgrounds, colors, and layouts optimized for every placement (Feed, Stories, Reels, Audience Network).
Setup best practices:
- Upload diverse creative inputs: videos (6-15 seconds), carousel images, and single images
- Creative diversity matters more than creative volume - repurpose winning messaging across new formats
- Let Advantage+ auto-enhance for at least 7 days before judging results
- Enable GEM for Reels placements (reported 5% conversion lift in Meta testing)
- Test one Advantage+ campaign against your manual setup before full migration
- Feed quality data: ensure Pixel or Conversions API tracks every key event
What Advantage+ automates:
- Background generation and replacement
- Text overlay placement and sizing
- Aspect ratio adaptation (1:1, 4:5, 9:16)
- Music and audio enhancements for Reels
- Brightness, contrast, and filter adjustments
What you still control:
- Core creative concept and messaging
- Brand guidelines and color palette
- CTA selection
- Audience exclusions and budget caps
- Which placements to include
Google Performance Max
Performance Max uses Gemini to generate headlines, descriptions, images, and video assets from your landing page and existing creative. Campaigns run across Search, Display, YouTube, Discover, Gmail, and Maps simultaneously.
Asset group requirements (maximize all):
- Up to 15 headlines (30 char each)
- Up to 5 long headlines (90 char each)
- Up to 5 descriptions (90 char each)
- Up to 20 images (landscape, square, portrait)
- Up to 5 videos (landscape, square, portrait) - upload your own, auto-generated videos underperform by 25-40%
- Up to 5 logos
- Business name and final URL
PMax optimization rules:
- Create separate asset groups by theme, product category, or audience segment
- Wait 2-3 weeks before replacing low-performing assets
- Add campaign-level negative keywords to control irrelevant traffic
- Manually created videos outperform auto-generated content significantly
- Use audience signals (custom segments, your data) to guide the AI without restricting it
TikTok Smart+ and Symphony
Smart+ unifies manual and automated experiences into a single flow with module-by-module control over targeting, budget, creative, and placement.
Smart+ creative features:
- Auto-select: scans existing ads and creator content, recommends best performers
- Each ad functions as an asset group with its own URL, product set, and up to 50 creative assets
- Module-level automation: choose full auto, partial auto, or fully manual per component
Symphony creative tools:
- Recommended Creatives: AI predicts best-performing creatives for your campaign goal
- Automatic Enhancements: resizes video, refreshes music, translates/dubs, improves quality
- Symphony Gen AI: generates net-new video concepts from product information
- Integrates with TikTok One creator marketplace for authentic content
Section 2: AI Creative Generation Tools
Generative AI for Ad Creative
| Tool | Type | Best For | Price Range | Key Strength |
|---|
| Midjourney | Image | Hero images, product shots, lifestyle scenes | $10-$120/mo | Photorealistic quality, text rendering (v6.1+) |
| DALL-E 3 | Image | Rapid ideation, text-heavy creatives | Via ChatGPT Plus $20/mo | Strong text rendering, fast iteration |
| Adobe Firefly | Image | Brand-safe commercial use, editing workflows | $10/mo (unlimited) | Commercially licensed, Photoshop integration |
| Runway Gen-4 | Video | Product demos, B-roll, character-consistent ads | $12-$76/mo | Character consistency across shots |
| Pika | Video | Quick social video, animated product shots | $8-$58/mo | Cost-efficient, lively output |
| Sora | Video | High-quality brand video, cinematic ads | Via ChatGPT Plus | Cinematic quality, longer clips |
| Creatify | Full pipeline | URL-to-video ads, AI avatars, batch creation | $33-$69/mo | 1,000+ avatars, 29 languages, batch rendering |
| Arcads | UGC-style | Conversion-focused talking-head ads | $110-$220/mo | Most authentic AI UGC, natural gestures |
AI Creative Production Workflow
Step 1 - Concept generation (Day 1):
Write 5-10 ad concepts following the hook/body/CTA framework. Use ChatGPT or Claude to brainstorm variations on winning angles. Each concept = 1 hook + 1 narrative + 1 CTA.
Step 2 - Asset creation (Days 1-2):
- Static images: Generate 3-5 hero images per concept in Midjourney or DALL-E
- Video B-roll: Create 5-10 second product shots or lifestyle clips in Runway
- Talking head: Render avatar versions of top scripts in Creatify or Arcads
- Batch render: 10 scripts x 3-5 avatars = 30-50 raw variations
Step 3 - Assembly (Day 2-3):
- Combine assets in CapCut or Premiere: hook clip + body + CTA card
- Add captions (required for TikTok, recommended everywhere)
- Add trending sounds for TikTok, licensed music for Meta/YouTube
- Export in platform specs: 9:16 vertical, 1:1 square, 16:9 landscape
Step 4 - Quality filter (Day 3):
- Reject 20-30% of AI renders that look uncanny or off-brand
- Check text legibility at mobile size
- Verify CTA is clear and prominent
- Confirm brand colors and logo placement
Step 5 - Deploy and test (Day 4+):
- Upload to platform AI systems (Advantage+, PMax, Smart+)
- Run through modular testing framework (Section 4)
- Let platform AI optimize delivery for 48-72 hours before judging
AI vs Traditional Production Decision
| Factor | Use AI Creative | Use Traditional Production |
|---|
| Budget | Under $5K/month creative spend | Over $10K/month creative spend |
| Volume needed | 20+ variations per week | 5-10 polished pieces per month |
| Speed | Need assets in 24-48 hours | Can plan 2-4 week production cycles |
| Product type | Digital, SaaS, info products | Physical products needing real demos |
| Brand stage | Testing/iterating on positioning | Established brand with strict guidelines |
| Languages | Multi-market, 5+ languages | Single market, 1-2 languages |
Hybrid approach (recommended for $5K-$50K/month): AI for 70% of volume (variations, hooks, B-roll, retargeting). Human production for 30% (hero ads, testimonials, demos). Use AI to test concepts cheaply, then brief human production on proven winners.
Section 3: Budget Allocation Framework
The 70/20/10 Rule for Creative Spend
70% - Proven winners (scale): Allocate to creatives with CPA below target for 5+ days. Increase budget 20-30% every 2-3 days while performance holds. These are your revenue drivers.
20% - Validated iterations (optimize): New variations of winning concepts. Swap hooks on proven bodies. Test new audiences with winning creative. Same messaging, different formats (static to video, video to carousel).
10% - New concepts (test): Completely new angles, formats, and audiences. This is where breakthrough creative comes from. Expect 70-80% of tests to fail. Budget $20-50/day per new concept for 3-5 days minimum.
Budget Allocation by Monthly Spend
| Monthly Spend | Winners (70%) | Iterations (20%) | New Tests (10%) | Active Creatives |
|---|
| $1K-$3K | $700-$2,100 | $200-$600 | $100-$300 | 5-10 |
| $3K-$10K | $2,100-$7,000 | $600-$2,000 | $300-$1,000 | 10-20 |
| $10K-$30K | $7,000-$21,000 | $2,000-$6,000 | $1,000-$3,000 | 20-40 |
| $30K-$100K | $21,000-$70,000 | $6,000-$20,000 | $3,000-$10,000 | 40-80 |
| $100K+ | $70,000+ | $20,000+ | $10,000+ | 80+ |
Cross-Platform Budget Split Decision
| Scenario | Meta | Google | TikTok | YouTube | LinkedIn |
|---|
| B2C e-commerce (<$50 AOV) | 40% | 30% | 25% | 5% | 0% |
| B2C e-commerce ($50+ AOV) | 45% | 35% | 15% | 5% | 0% |
| DTC brand launch | 30% | 15% | 40% | 10% | 5% |
| B2B SaaS (SMB) | 35% | 40% | 10% | 10% | 5% |
| B2B SaaS (Enterprise) | 15% | 30% | 5% | 10% | 40% |
| Local service business | 30% | 50% | 10% | 10% | 0% |
| Info products / courses | 35% | 15% | 35% | 15% | 0% |
Creative Testing Budget (Separate from Media)
Allocate 20-30% of total ad spend to creative testing (concept development, AI tools, production).
| Monthly Ad Spend | Creative Test Budget | AI Tool Budget | Production Budget |
|---|
| $1K-$5K | $200-$1,500 | $50-$100 | $150-$1,400 |
| $5K-$15K | $1,000-$4,500 | $100-$300 | $900-$4,200 |
| $15K-$50K | $3,000-$15,000 | $300-$500 | $2,700-$14,500 |
| $50K+ | $10,000+ | $500-$1,000 | $9,500+ |
Section 4: Modular Creative Testing Framework
The Hook/Body/CTA Matrix
Build modular creative by mixing and matching components:
3-5 hooks x 2-3 body narratives x 2-3 CTAs = 12-45 unique combinations
Each component is tested independently to isolate what drives performance.
Phase 1 - Concept Testing (Days 1-5)
Goal: Find which concepts resonate before optimizing elements.
Budget: $20-50/day per concept, test 3-5 concepts simultaneously.
Metrics: Hook rate (>25%), CTR (>1%), initial CPA direction.
Decision: Advance top 2 concepts to Phase 2. Kill concepts with hook rate <15%.
Phase 2 - Element Isolation (Days 6-12)
Goal: Identify winning hooks, bodies, and CTAs independently.
Process:
- Test 3-5 hooks with same body/CTA. Pick winner by hook rate.
- Test 2-3 bodies with winning hook. Pick winner by hold rate and CTR.
- Test 2-3 CTAs with winning hook + body. Pick winner by CPA.
Budget: $30-50/day per variation.
Decision: Combine winning elements into 2-3 final creatives.
Phase 3 - Winner Scaling (Day 13+)
Goal: Scale proven creative while maintaining CPA.
Process:
- Increase budget 20-30% every 2-3 days on winners
- Duplicate to new audiences once creative holds at 100K impressions
- Commission 3 format variations of each winner (static, video, carousel)
- Begin audience expansion: lookalikes, interest stacks, broad
Ceiling signal: When budget increases no longer maintain CPA, you have hit the creative's ceiling. Time for new variations.
Testing Timeline Template
| Week | Focus | Budget/Day | Key Metric |
|---|
| 1 | Launch 3-5 concepts | $100-$250 | Hook rate, CTR |
| 2 | Isolate winning elements | $150-$300 | Hold rate, CPA |
| 3 | Scale 2-3 winners | $200-$500 | CPA, ROAS |
| 4 | Iterate on winners + new concepts | $300-$700 | CPA trend, creative hit rate |
Platform-Specific Testing Features
Meta Dynamic Creative: Upload 5 images, 5 headlines, 5 descriptions, 5 CTAs. Meta tests all combinations and optimizes delivery. Review after 50K impressions per element. Best for $10K+/month accounts.
TikTok Smart Creative: Load up to 50 assets per ad. Smart+ auto-selects top performers and recommends new creative from your library. Pair with Symphony for auto-enhancement.
Google PMax Asset Groups: Create themed groups with full asset sets. Google serves the best combination per user and placement. Create 3-5 asset groups per campaign to test themes.
Section 5: Creative Fatigue Management
Early Warning Signals
| Signal | Threshold | Action |
|---|
| CTR declining | 20%+ drop from peak over 3 days | Queue replacement creative |
| CPM rising | 15%+ increase with same targeting | Expand audience or refresh creative |
| Frequency climbing | Above 2.5 for prospecting | Introduce new creative variations |
| Frequency critical | Above 3.0 for retargeting | Immediate creative swap required |
| Hook rate dropping | Below 20% after previously >25% | New hooks needed |
| Comment sentiment | Shift from positive to "I keep seeing this" | Creative is burnt, retire it |
| CPA creep | 15%+ above target for 3+ days | Test new angles, not just variations |
Creative Lifespan by Platform
| Platform | Format | Typical Lifespan | Refresh Cadence |
|---|
| TikTok | In-feed video | 1-3 weeks | Weekly new creative |
| TikTok | Spark Ads | 2-4 weeks | Bi-weekly refresh |
| Meta | Reels | 2-3 weeks | Weekly new creative |
| Meta | Feed static | 1-2 weeks | 2x weekly refresh |
| Meta | Carousel | 3-4 weeks | Bi-weekly refresh |
| Google PMax | Mixed assets | 3-6 weeks | Monthly asset refresh |
| YouTube | In-stream | 4-8 weeks | Monthly refresh |
| LinkedIn | Sponsored content | 3-5 weeks | Bi-weekly refresh |
Creative Refresh Pipeline
Maintain a rolling pipeline to prevent gaps when creative fatigues:
Always have in production: 3-5 concepts in development, 3-5 assets in production, 3-5 in testing queue, 5-10 running live.
Weekly cadence: Mon - review and kill/scale. Tue - brief new creative. Wed - AI generate assets. Thu - refine and assemble. Fri - launch to test campaigns.
Anti-Fatigue Tactics
- Format rotation: Cycle between video, static, carousel. When one format fatigues, another stays fresh.
- Audience rotation: Move fatigued creative to new audiences before retiring. Burnt on prospecting may still work on retargeting.
- Seasonal refresh: Plan refreshes around seasonal moments and product updates. Proactive beats reactive.
- Iteration first: Test new hooks on winning body before reinventing the full concept.
Section 6: Kill Criteria and Scaling Rules
Kill Criteria
| Timeframe | Kill If | Minimum Data Required |
|---|
| 24 hours | Hook rate < 15% | 5K+ impressions |
| 48 hours | CTR < 0.5% | 2K+ impressions |
| 3 days | CPA > 2x target | $50+ spend or 1K+ clicks |
| 3 days | ROAS < 0.5x target | $100+ spend |
| 5 days | No conversions | 3x target CPA in spend |
| 7 days | CPA trending up 3 consecutive days | Statistically significant data |
| 14 days | CPA 1.5x above target with no improvement | Full test cycle complete |
Never kill before minimum data. Bad decisions from small samples cost more than extra test spend.
Scaling Rules
| Condition | Action | Frequency |
|---|
| CPA < target for 48 hours | Increase budget 20% | Every 2-3 days |
| CPA < 50% of target for 72 hours | Increase budget 30-50% | Every 2 days |
| Winner holds after 3 budget increases | Duplicate ad set to new audience | Once per winner |
| Creative at 100K impressions | Commission 3 variations | Immediately |
| Creative at 500K impressions | Test new hooks on same structure | Immediately |
| CPA rises after budget increase | Revert to previous budget, wait 48 hours | As needed |
| CPA holds but volume plateaus | Test broader audiences or new placements | Weekly |
Budget increase limits: Max 30% per day on Meta (algorithm needs recalibration time). Google PMax and TikTok Smart+ tolerate up to 50% increases.
Section 7: Platform Cost Benchmarks (2025-2026)
CPM by Platform
| Platform | Low CPM | Avg CPM | High CPM | Primary Factor |
|---|
| TikTok | $3 | $4-$7 | $15 | Audience targeting specificity |
| YouTube | $3 | $6-$8 | $12 | Ad format (bumper vs in-stream) |
| Meta (Reels) | $4 | $7-$10 | $18 | Q4 competition, audience size |
| Meta (Feed) | $5 | $8-$12 | $20 | Industry competition |
| Google Display | $1 | $3-$5 | $10 | Placement quality |
| Google Search | N/A | $10-$30 | $50+ | Keyword competition |
| LinkedIn | $20 | $33-$65 | $100+ | Job title targeting specificity |
CPC by Platform
| Platform | Avg CPC | Range |
|---|
| TikTok | $0.50-$1.00 | $0.20-$2.00 |
| YouTube | $2.00-$4.00 | $0.50-$6.00 |
| Meta | $0.50-$1.50 | $0.30-$3.00 |
| Google Search | $2.00-$5.00 | $0.50-$50+ |
| Google Display | $0.50-$1.00 | $0.20-$3.00 |
| LinkedIn | $5.00-$12.00 | $3.00-$20.00 |
ROAS Benchmarks by Channel
| Channel | Median ROAS | Strong ROAS | Top Performer |
|---|
| Google Search | 4.0-8.0x | 8.0-12.0x | 15x+ |
| Google Shopping | 3.0-6.0x | 6.0-10.0x | 12x+ |
| Meta (overall) | 2.5-4.0x | 4.0-6.0x | 8x+ |
| TikTok | 1.5-3.0x | 3.0-5.0x | 6x+ |
| YouTube | 2.0-4.0x | 4.0-7.0x | 10x+ |
| LinkedIn | 1.0-2.0x | 2.0-3.5x | 5x+ |
| Overall median | 2.19x | 2.87x+ | Industry-dependent |
Industry CPA Benchmarks
| Industry | Meta CPA | Google CPA | TikTok CPA |
|---|
| E-commerce (<$50 AOV) | $12-$25 | $15-$30 | $8-$20 |
| E-commerce ($50+ AOV) | $25-$60 | $30-$75 | $15-$40 |
| SaaS (SMB) | $50-$150 | $40-$120 | $30-$80 |
| SaaS (Enterprise) | $150-$500 | $100-$400 | N/A |
| Lead gen (B2B) | $30-$100 | $25-$80 | $20-$60 |
| Education / courses | $20-$60 | $15-$50 | $10-$35 |
| Health / wellness | $15-$40 | $20-$50 | $10-$30 |
| Finance / fintech | $40-$150 | $30-$100 | $25-$80 |
Section 8: Cross-Platform Creative Strategy
Creative Adaptation Matrix
One concept, adapted per platform. Never just repost the same file everywhere.
| Element | TikTok | Meta Reels | Meta Feed | YouTube | LinkedIn |
|---|
| Tone | Raw, native, trend-aware | Polished casual | Professional casual | Educational, longer | Thought leadership |
| Length | 15-30s | 15-30s | 15-45s (video), N/A (static) | 30s-2min | 15-30s (video), N/A (text) |
| Hook style | Pattern interrupt, trending sound | Visual hook, text overlay | Bold headline, eye-catching image | Question or stat | Insight or contrarian take |
| CTA | "Link in bio" / "Comment X" | "Tap to learn more" | "Shop now" / "Learn more" | "Subscribe" / "Link below" | "Comment your take" / "DM me" |
| Captions | Required, native style | Required, clean | Optional for static | Recommended | Not typical |
| Music/sound | Trending sounds critical | Licensed music | Optional | Background only | Rarely |
| Format | 9:16 vertical | 9:16 vertical | 1:1 or 4:5 | 16:9 or 9:16 | 1:1 or 16:9 |
Creative Repurposing Workflow
- Produce hero creative for your primary platform
- Re-edit hook for each secondary platform (first 3 seconds differ most)
- Adjust aspect ratio and swap music/sounds per platform norms
- Update CTA text and add platform-specific captions
- Test repurposed creative independently (do not assume cross-platform performance)
Section 9: Attribution and Measurement
Measurement Framework
Level 1 - Platform reporting (baseline): Use each platform's native attribution (Meta Ads Manager, Google Ads, TikTok Ads Manager). Good for directional optimization but overreports due to overlap.
Level 2 - Unified analytics (recommended): Tools like Triple Whale, Cometly, or Rockerbox for cross-platform creative-level attribution. Track which specific creatives drive purchases, not just clicks.
Level 3 - Incrementality testing (advanced): Geo-lift tests and holdout experiments to measure true incremental impact. Tools: Measured, Triple Whale, or platform-native lift studies. Run quarterly on top-spending channels.
Level 4 - Marketing mix modeling (enterprise): Statistical models combining all spend, creative, and revenue data. Best for $100K+/month accounts. Tools: Measured, Recast, internal data science.
Creative Analytics Metrics
| Metric | What It Tells You | Benchmark |
|---|
| Hook rate | First 3 seconds holding attention | >25% good, >35% great |
| Hold rate | Viewers past 50% of video | >15% |
| Thumb-stop rate | Stopping scroll on static ads | >3% |
| CTR | Interest in clicking through | >1% good, >2% great |
| Conversion rate | Clicks turning into actions | 2-5% landing page |
| Creative win rate | % of tested creatives that beat CPA target | 15-25% is healthy |
| Creative velocity | New creatives launched per week | 5-10 for $10K+/month |
| Time to fatigue | Days until creative performance degrades 20% | Track and increase over time |
Attribution Pitfalls
- Platforms double-count cross-platform journeys - set 1-day view, 7-day click attribution windows
- Google PMax claims branded search conversions as campaign wins - segment brand vs non-brand
- Incrementality testing is the only way to know true channel contribution
Section 10: AI Creative Compliance
AI Creative Launch Checklist
Before launching any AI-generated ad:
Examples
- User says: "Scale our paid creative with AI" → Result: Agent asks spend and platform; uses spend tree (<$1K → one platform, 3–5 creatives, kill at 48h; $5–15K → hybrid, 15–25 creatives, testing matrix); recommends Advantage+/PMax/Smart+ and weekly kill/scale; suggests creative hit rate target (>15%).
- User says: "Our ROAS is dropping" → Result: Agent checks creative fatigue and testing cadence; recommends 3–5 new concepts from winners, refresh cycle, and budget allocation (winners vs tests); ties to break-even ROAS (1/margin) and gtm-metrics.
- User says: "Which platform for AI creative?" → Result: Agent recommends one platform at <$1K (Meta or TikTok), two at $1–5K; outlines creative checklist (hook, CTA, <20% text for Meta, ad review); suggests ai-ugc-ads for UGC layer.
Troubleshooting
- Creative fatigue → Cause: Same creative too long or broad. Fix: Monitor hook/hold rate weekly; refresh every 2–4 weeks; test 3–5 new concepts from winning patterns; use dynamic creative where possible.
- Ad review rejection → Cause: Policy (health before/after, exaggerated claims) or creative mismatch. Fix: No before/after for health; match landing page to creative; human review before launch; disclose AI where required.
- Low hook rate → Cause: First 3s don't stop scroll. Fix: Test hooks in isolation; use trending sounds/formats; single message per creative; benchmark >30% hook rate.
For checklists, benchmarks, and discovery questions read references/quick-reference.md when you need detailed reference.
Related Skills
- ai-ugc-ads - UGC creator recruitment, AI UGC tools, Spark Ads, and organic-first testing
- video-outreach - Video for sales outreach and prospecting workflows
- multi-platform-launch - Coordinating product launches across multiple channels simultaneously
- gtm-metrics - KPI frameworks, attribution models, and performance dashboards
- content-to-pipeline - Converting content engagement into qualified sales pipeline
