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The headline number is impressive: 81% of sales teams are either experimenting with or have deployed AI (Salesforce, 2025). But look one layer deeper and the picture gets more complicated. Only 45% of those teams use AI on a weekly basis (Salesforce, 2025). Th
Workflow automation is the third most common AI use case in marketing, at 20% of all AI activity (HubSpot, 2025). But most of what passes for "AI marketing automation" in practice is the same email drip sequences and social media schedulers that have existed f
AI marketing has its own vocabulary, and MCP adds another layer. This glossary defines the terms you'll encounter when working with AI marketing tools, reading about them, or setting up MCP connections. Terms are alphabetical. Where something is commonly confu
You keep seeing "MCP" in AI threads and newsletters. Everyone talks about it like you already know what it means. Here is the short version, then we will set it up. MCP in 30 seconds MCP (Model Context Protocol) is an open standard that lets AI assistants conn
76% of marketing teams now use AI in core operations, up from 29% in 2021. The AI marketing market is valued at $47.32 billion in 2025, on track to reach $107.5 billion by 2028. ChatGPT referrals convert at 15.9%, while Google organic sits at 1.76%. 39% of CMO
Model Context Protocol (MCP) connects AI assistants like ChatGPT, Claude, and Gemini to your live marketing data. Instead of copying numbers from Google Analytics into a chat window, your AI reads the source directly. Anthropic released MCP in November 2024. P
Two statistics, placed side by side, tell the entire story of AI in marketing right now. 91% of marketing leaders say their teams use AI (HubSpot, 2025). 80% of organizations report no tangible EBIT impact from their AI investments (McKinsey, 2024). Nearly eve
Here is an uncomfortable number: 72% of organizations have adopted AI (McKinsey, 2024). Only 18% have established an AI governance council or framework (McKinsey, 2024). That means 82% of companies deploying AI across their marketing teams are doing so with no
94% of marketers plan to use AI for content creation in 2026 (HubSpot, 2026). Content creation is already the number one AI use case in marketing, at 35% of all AI activity (HubSpot, 2025). And yet, 80% of organizations report no tangible EBIT impact from gene
Marketing teams run on tools. Lots of them. The average marketing department uses 91 different software products (ChiefMartec/Gartner MarTech Survey). Each one has its own login, its own dashboard, its own data format, and its own monthly invoice. We ran the n
AI assistants don't have their own search index. When someone asks ChatGPT for a product recommendation, it generates search queries and sends them to Google. It pulls the top results, reads the first 900 characters, and synthesizes an answer. If you don't ran
Every quarter, a new report drops claiming AI will transform marketing. Most of these reports say the same thing with slightly different numbers. So here is what we did: we pulled the most credible sources (McKinsey, Stanford HAI, HubSpot, Gartner) and stitche