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- Your AI Isn’t Extra Without Your Data
Your AI Isn’t Extra Without Your Data
How smart marketers are turning RAG and MCP into brand brilliance

Ready to crack the code on turning your marketing data into gold? This week, we're diving into Model Context Protocol (MCP)—the low-key game-changer giving marketers the power to connect large language models directly to internal data, securely and contextually. Think of it as finally being able to whisper all your brand's secrets to your AI... and getting magic in return. MCP is currently only available through Anthropic, but OpenAI’s adoption of the protocol means wider access is coming soon—so now is the time to start paying attention.
Let's get into it. Your data deserves more than dashboards.
🔥 This Week's Hot Takes: AI Marketing Edition
I Reviewed 10 AI Agents—Here’s What Actually Works (AI with Allie) – Agent performance varies wildly. Allie breaks down what makes for an actually useful AI agent across categories like scheduling, research, and task automation. Hint: most agents overpromise, but a few deliver—like Taskade and Lindy.
TikTok Introduces AI Alive: Transforming Photos into Dynamic Videos (TikTok Newsroom) – TikTok has unveiled "AI Alive," a new feature that allows users to animate static photos into short videos using AI. Users provide a text prompt and a photo, and TikTok’s system adds movement and effects automatically. The feature is accessible via the Story Camera, and all AI-generated content undergoes moderation, is labeled as synthetic, and contains metadata for transparency and traceability.
Perplexity + PayPal = In-Chat Shopping (CNBC) – Perplexity AI’s partnership with PayPal adds seamless checkout inside answers. This could transform how users move from discovery to purchase—without leaving the convo.
RAG: The Most Important Tool You've Never Heard Of (MarTech.org) – Retrieval-augmented generation is becoming essential to precision prompting. If your content feels generic, RAG is your new best friend.
Choosing the Right AI Marketing Tools (MarTech.org) – Don’t chase shiny objects. This framework helps assess AI tools based on your strategy, not hype.
SEO and AI Citations (Search Engine Land) – Analyzing 8,000 AI citations, this study shows the top sites being cited by generative models. Clear takeaway: high authority and structured content win.
How Creators Use AI to Shape Visuals (Digiday) – Creators are customizing AI-generated visuals to fit their brand identities. Tools like Runway and Midjourney are standard issue now in content production.
Exploring Functional Free Will in AI Agents (SpringerLink) – This study explores whether LLM-powered AI agents like Voyager in Minecraft exhibit "functional free will." While not conscious, they show intentionality and control—raising fresh questions about AI behavior and responsibility.
Expedia CMO on AI’s Strategic Role (OpenAI) – Jochen Koedijk shares how AI empowers marketers to run smarter experiments, understand customers better, and move faster with insights.
🧪 The Alchemist's Lab: Tools I've Been Testing
Same.energy
Function: Visual search engine that matches aesthetic energy of any image.
Marketing Use: Great for moodboarding brand visuals, content creation inspiration, or finding campaign lookalikes.
Pricing: Free
💼 Industry Moves & Grooves
Gartner warns that the AI “impact gap” is real—most orgs haven’t gone beyond productivity gains yet. Time to get serious about metrics: Read more.
TikTok shifts the social video game with AI Alive, animating static images into dynamic videos—no editing skills required. Full details
OpenAI + Expedia = AI-led transformation of marketing teams: more testing, faster learning, deeper personalization. See interview
🎓 AI Marketing Master Class Moment
On-Demand: AI for Marketing - How to Use AI for Research-Driven Strategy
Learn to which AI tools are best for researching your market, competitors, and audience—fast. Get smarter, faster, AI-enhanced actionable insights. Watch here: https://maven.com/p/f06b8d/ai-for-marketing-how-to-use-ai-for-research-driven-strategy
This is a super practical fast-track for marketers who want to upskill their AI game. A smart investment for strategy-first content marketers.
🤖 AI Whispers (That You'll Want to Shout About)
The rise of MCP and RAG means marketers are finally moving from generic chatbot answers to tailored strategic insights. Connecting your LLM to your internal content vault could unlock everything from personalized customer journeys to lightning-fast campaign planning. The barrier? Infrastructure. But the value? Enormous.
🏆 My Take: What This Means for Your Marketing
Stop asking what you can learn from AI and start asking what your data can teach IT. The ONE thing to do this week? Get your team talking about retrieval-augmented generation and how to best provide your LLM with relevant data. Explore how you could implement RAG to make your AI tools provide more relevant and valuable outputs catered to your org. Start with one pilot use case and go from there.
📊 The Number That Made Me Spill My Green Tea
46% of office workers report using AI tools that aren't employer-provided. (Ivanti)
Are you one of them?? (I won’t tell) Employees are adopting AI tools faster than orgs can keep up. It's time for leadership get strategic and invest in AI tools and training – like YESTERDAY you all!
🌟 Battle of the Week: RAG vs MCP
Both RAG (retrieval-augmented generation) and MCP (model context protocol) aim to improve AI relevance.
RAG pulls in external or internal documents in real time to provide source-grounded answers.
MCP builds persistent context for the model—giving it memory of your brand's rules, tone, or proprietary info.
My Verdict: RAG is great for factual grounding. MCP is better for consistent, long-term brand alignment. For most marketers? You’ll need both.
That’s a wrap on this week’s AI marketing alchemy. Keep experimenting, keep transforming, and remember true magic happens when we blend AI efficiency with human creativity.
Crafted with passion (and a dash of AI alchemy) by Lisa Peyton | AI Marketer, Professor, and Innovator
Let’s connect in the digital realm: https://linktr.ee/lisapeyton
🔹 LAST CHANCE: Exclusive AI Bundle Closes Soon! Don’t miss this limited-time opportunity to get TWO premium AI courses for 65% off. Enroll in my Advanced AI for Content Marketing live cohort (starting May 16th) and receive instant access to my Strategic Content Marketing course (valued at $950) absolutely FREE. Master both AI strategy and visual execution for just $665—the complete toolkit ambitious content marketers need to thrive.