Building Complete Marketing Systems with AI Agents
A masterclass on using Claude Code, MCPs, and custom skills to automate the entire marketing funnel. Learn how to generate high-converting landing pages, video ads, and lead magnets in a single session, shifting marketing from an art to a scalable science.
The Shift from Art to Science
The traditional marketing process is undergoing a radical transformation, moving from an intuitive art to a data-driven science. By integrating AI agents, specifically Claude Code, with Model Context Protocols (MCPs) and custom skills, entrepreneurs can build complete, high-converting marketing systems in a single session. This approach eliminates the friction of hiring agencies or managing disjointed tools, allowing founders to maintain full control over their brand voice and strategic direction.
The Core Framework: Research, Skills, and Execution
The foundation of this new paradigm is a three-layer workflow. First, deep research is conducted using MCPs like Perplexity and Firecrawl to analyze market gaps, competitor landscapes, and customer pain points. This data is not just read but ingested by the AI as context. Second, custom skills are deployed. These are essentially instruction manuals that codify expert knowledge, such as direct response copywriting frameworks or positioning strategies. By training the AI on these specific skills, the output moves from generic "AI slop" to highly targeted, professional-grade content. Third, execution happens through the terminal, where the AI generates landing pages, email sequences, and even video ads.
Operational Efficiency and Cost Reduction
The financial and operational implications are significant. Tasks that previously required a team of designers, copywriters, and video editors can now be accomplished by a single user with a $200/month subscription. For example, using Remotion, users can generate multi-format video ads for social media directly from the terminal, iterating on designs in real-time. Similarly, Playwright MCP allows the AI to browse competitor sites, capture screenshots, and analyze design patterns, providing immediate competitive intelligence without manual effort.
Strategic Implications for Founders
This technology stack enables a "testing machine" approach to marketing. Founders can generate 20 different landing page variations and corresponding ad creatives in hours, allowing for rapid A/B testing and optimization. The ability to create niche-specific funnels for different customer segments, such as SaaS versus e-commerce, becomes feasible without scaling headcount. This democratizes high-level marketing capabilities, allowing small businesses to compete with larger enterprises that have dedicated growth teams. The key takeaway is that the barrier to entry for sophisticated marketing is no longer budget or team size, but the ability to effectively orchestrate AI tools.
Conclusion
The future of marketing is agentic. By mastering the integration of research MCPs, custom skills, and execution tools like Claude Code, businesses can achieve a level of marketing agility and precision that was previously impossible. This shift allows for a more scientific approach to growth, where every asset is backed by data and optimized for conversion.
Key insights
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Deep research using MCPs like Perplexity and Firecrawl is the critical first step in AI marketing. Without ingesting real market data and competitor insights, AI-generated content remains generic and ineffective.
Impact: Ensures marketing assets are grounded in reality, significantly improving conversion rates and reducing wasted ad spend.
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Custom skills act as instruction manuals that encode expert frameworks and brand voice. They bridge the gap between generic AI capabilities and high-quality, specialized marketing output.
Impact: Allows non-experts to leverage expert-level marketing strategies, maintaining brand consistency across all generated assets.
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Browser automation via Playwright MCP enables real-time competitive intelligence. The AI can browse competitor sites, capture design elements, and analyze messaging to inform positioning.
Impact: Reduces manual research time and provides immediate, actionable insights for differentiating brand positioning and design.
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Programmatic video creation using tools like Remotion allows for the generation of multi-format ads from a single prompt. This eliminates the need for traditional video production workflows.
Impact: Dramatically lowers the cost and time required to produce video ads, enabling rapid testing of creative variations.
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An orchestrator skill can guide the AI through complex, multi-step marketing workflows. It determines the next logical step, such as moving from research to asset creation, reducing decision fatigue.
Impact: Streamlines the marketing process, allowing founders to focus on strategy while the AI manages the execution sequence.
Action items
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Implement a research-first workflow using Perplexity and Firecrawl MCPs. Before generating any content, have the AI crawl competitor sites and analyze market gaps to build a robust context base.
Impact: Prevents generic AI output and ensures all marketing assets are tailored to specific market opportunities and competitor weaknesses.
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Develop custom skills for core marketing functions, such as direct response copywriting and positioning. Encode your best frameworks and brand voice into these skills to guide the AI.
Impact: Elevates the quality of AI-generated content, ensuring it aligns with your brand's unique value proposition and expert standards.
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Use Playwright MCP to automate competitive analysis. Have the AI browse competitor landing pages, capture screenshots, and extract key messaging and design elements for analysis.
Impact: Provides immediate, data-driven insights for differentiating your brand and optimizing landing page design without manual research.
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Integrate Remotion into your workflow to generate video ads programmatically. Use a single prompt to create multiple video formats (landscape, square, vertical) for social media testing.
Impact: Reduces video production costs and time, allowing for rapid iteration and A/B testing of ad creatives.
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Create an orchestrator skill to manage complex marketing projects. This skill should analyze the current state of the project and recommend the next skill to invoke, ensuring a logical workflow.
Impact: Simplifies the management of multi-step marketing campaigns, reducing the cognitive load on the founder and ensuring no steps are missed.
Quotes
“I spend a lot of time doing research up front. I use the Perplexity MCP. I won't talk about how to set that up today, but it does a great job going out there. finding deep information on your market, who the competitors are, what the angles are that are missing out there that you can go and attack.”
“The skills. are actual marketing frameworks and just a reminder of what skills are they're essentially the way i think about them are instruction manuals for your agent of choice so i use them in cloud code and i train them deeply on certain tasks that i want to get done whether it's direct response copywriting or coming up with ad ideas or writing long form content so i built 17 of these skills that i use every day”
“You can create 100 landing pages. And I'll also show you you can create 100 ads right here from Cloud Code. So that's a big thing that I want to show you today because it gave me definitely like a wow moment when I was playing around with it earlier this morning.”