Ad Creator Agency

An AI-powered ad agency that creates 100% AI-generated UGC-style video ads. Everything from market research to scripting and video generation is done completely autonomously.

Deploy this agency in 60 seconds on our platform: https://agencii.ai/marketplace/GEauD3kFGVy5NjaTy3w5/

🎯 What Makes This Different?

Unlike typical ad creation tools or generic AI copywriters, this agency:

• Trained on a real $2.5M+ process - Built on proven methods from an e-commerce agency that generated over $2.5 million with Sora ads
• Iterative, not just automated - Unlike simple automation, refine results based on feedback—replace segments, adjust subtitles, remix videos as needed
• Full end-to-end workflow - From deep market research to final rendered video with subtitles, completely autonomous
• Belief-driven strategy - Creates 4 foundational research documents that identify the exact beliefs driving purchase decisions
• Production-ready workflow - Organizes videos by folders like a real video editor, generates videos in parallel for speed

✨ How It Works

Three AI Agents, One Complete System

1. Strategy Agent - The Foundation Builder

• Asks questions about your product, target audience, and brand positioning
• Performs web searches and analyzes your website/competitors
• Creates 4 foundational research documents (saved to organized folders):
  • Comprehensive market research
  • Customer avatar profiles with beliefs framework
  • Offer brief with unique mechanism
  • Necessary beliefs that drive purchases

2. Brand Agent - The Copywriter

• Generates argument-driven ad scripts and shot-by-shot storyboards
• Allows you to iterate and refine (adjust length, tone, style) before video generation
• Transfers you to the UGC Agent only after you approve the storyboard

3. UGC Agent - The Video Producer

• Generates product images with your branding for reference
• Creates comprehensive video prompts and generates videos in parallel (saves time)
• Lets you refine results: replace segments, trim clips, adjust subtitles, add logos
• Combines segments with transitions and subtitles for final ready-to-use videos

The Result

Professional UGC-style video ads grounded in direct response strategy and powered by belief-based copywriting. Each ad systematically moves viewers toward an inevitable purchase decision.

Why This Beats Simple Automation

Unlike automation that "spits out a video and calls it a day," this agency works like a real team:

• Iterative feedback loops at every stage (research, storyboard, video)
• Refine any element: Replace segments, adjust timing, modify subtitles, add brand assets
• Persistent memory: All research documents saved to organized folders for reuse
• Real production workflow: Just like working with a video editor, not a black box

💼 Perfect For

Marketing agencies, DTC brands, course creators, SaaS companies who need:

• A scalable system for creating high-converting video ads
• The ability to test multiple ad variations quickly
• Professional results without hiring creators
• White-labeled solution to resell to clients

🎨 What You'll Need

• OpenAI API Key - For GPT-5.1 agents and Sora 2 video models (get it here)
• Google API Key - For nano banana (get it here)
• Product/Brand Information - The Strategy Agent guides you through questions about your audience, positioning, and brand voice

🚀 Getting Started

Option 1: Deploy on Agencii (Recommended)

1. Go to Agencii Marketplace and find the "UGC Ad Factory Agent"
2. Click Deploy and fill out the onboarding form:
   • Company/brand name
   • Video model preference (Sora 2, Sora 2 Pro, or Veo 3.1)
   • Upload brand assets (logo, guidelines)
   • Add your OPENAI_API_KEY and GOOGLE_API_KEY (get them from platform.openai.com and Google AI Studio)
3. Enable persistent file storage (critical for saving research documents across chats)
4. Deploy into a Custom GPT for your white-labeled web application

Your agency will be ready in ~60 seconds.

Option 2: Run Locally

# 1. Clone and install
git clone https://github.com/your-repo/ad-factory-agent.git
cd ad-factory-agent
pip install -r requirements.txt

# 2. Set up your API keys
cp .env.example .env
# Edit .env with your OPENAI_API_KEY

# 3. Run the agency
python agency.py

🔄 How to Use It

Creating Your First Ad

Step 1: Start a conversation

User: "I want to create ads for my hot sauce"

Step 2: Strategy Agent asks questions (use transcription mode for faster input)

The agent asks about:

• Product role in your business
• Target audience (be specific: "marketing agency owners making $500K+")
• Brand voice and positioning
• Website URL (for automatic research)

Step 3: Automatic deep research (~2-3 minutes)

The agent:

• Performs web searches and analyzes your website
• Studies competitors and market positioning
• Creates 4 foundational documents saved to organized folders:
  • Market research (6+ pages)
  • Customer avatar with beliefs framework
  • Offer brief with unique mechanism
  • Necessary beliefs document

Step 4: Review and approve storyboard

BrandAgent creates:

• Argument-driven script (you can request adjustments: "make it funnier," "shorten to 30 seconds")
• Shot-by-shot storyboard
• You iterate until it's perfect, then approve

Step 5: Video generation and refinement

UGCAgent:

• Generates product images with your branding
• Creates video prompts and generates videos in parallel
• You can refine: "replace segment 2," "trim 1 second off the end," "add my logo," "make subtitles yellow"
• Combines final segments with subtitles into ready-to-use MP4

Creating More Ads for the Same Product

User: "Create 3 more ad variations for [Product Name]"

The agency reads your existing research documents from storage and immediately creates new scripts—no re-explaining needed.

🔐 Customization & White-Labeling

The agency includes a simple onboarding tool for client customization:

python onboarding_tool.py

Configure:

• Company/brand name
• Visual brand guidelines
• Preferred video generation model (Sora vs Veo)

Product-specific details (audience, goals, positioning) are gathered conversationally by the Strategy Agent for each new product—ensuring information is always fresh and relevant.

🛠️ Advanced: How It's Built

Powered by Agency Swarm

Built on Agency Swarm, the open-source framework for creating collaborative AI agent systems.

Trained on Real $2.5M+ Process

This agency was trained on the actual workflow of an e-commerce agency that generated over $2.5 million with Sora ads. We extracted their 5-step process, including foundational documents and research templates, and built agents that follow the exact same methodology.

Model: GPT-5.1 with Reasoning

All agents use GPT-5.1 (o4-mini) with medium reasoning effort for optimal strategic thinking and copywriting quality (noticeably funnier and more creative than GPT-5).

Video Generation

Choose between:

• Sora 2 / Sora 2 Pro (OpenAI) - Highest quality, best for complex scenes
• Veo 3.1 (Google Gemini) - Fast generation, great for high-volume production

Open Source

Full code available for customization, white-labeling, and extension. Fork it, modify it, make it yours.

💰 Cost & Limitations

Typical Costs

For a 30-second UGC ad, expect approximately $9 in API costs:

• Sora 2: ~$0.10/second ($8-9 for video generation + $1 for agent reasoning)
• Sora 2 Pro: ~$0.30/second (higher quality, longer generation time)
• Veo 3.1: Lower cost, faster generation

While this may seem high, it's significantly cheaper than hiring creators and allows you to test many more ad variations.

Current Limitations

• Character consistency: Due to OpenAI safety policies, you cannot currently pass face images as reference to Sora 2 (product consistency works perfectly)
• Token costs: Video generation is the primary cost driver

🔮 Roadmap

Coming Soon:

• Enhanced subtitles - TikTok-style animated subtitles with custom styling
• Video overlays - Add B-roll footage with voiceovers
• Character consistency - Once OpenAI enables face reference images for Sora
• A/B testing recommendations based on belief framework
• Integration with ad platforms (Facebook, TikTok, YouTube)

In Development:

• Multi-language support
• Extended video lengths (up to 60 seconds)
• Image-based ads (static and carousel formats)

💬 Get Support

Questions? Need help with this agency?

Join our community: skool.com/agency-ai

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