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AI tools and agents: what each one is actually for
Reviews and the pricing that decides. Each tool or agent is judged on the job it does, not on the demo: what it costs at real volume, where it stops, and what you would actually use it for.
88 articles
Agentic AI vs Generative AI for Marketing: What's the Actual Difference?
The tools sold to you as 'AI-powered' in 2023 and 2024 were, almost without exception, generative AI in a marketing costume. Faster copy, yes. But the decisions, the handoffs, the execution — still yours, every time. That's the paradox no vendor mentioned: you added more AI and ended up spending more time at the seams between tools, not less. Agentic AI is a different category — it pursues goals, executes steps, and keeps moving without you in the loop for each one. The gap between the two is not a feature difference. So why does your marketing stack feel exactly the same as it did two years ago?
Martin J.AI tools & agentsJul 16, 2026AI Orchestration for Marketing: How to Coordinate Multiple AI Agents Without the Chaos
You hired five AI tools last quarter. Each one works. Your team is still copy-pasting outputs between them at 10pm on a Tuesday. What exactly does your AI stack coordinate — and what is it just handing off to a human? That gap has a name. Most teams don't realize they have an orchestration problem — they think they have a tools problem.
Martin J.AI tools & agentsJul 16, 2026Context Engineering for Marketing: How to Make AI Workflows Actually Work
Prompt engineering got all the attention. Context engineering is what the practitioners doing real work figured out six months later. The difference isn't subtle — it's the difference between an AI that gives you a decent first draft and one that produces campaign-ready output without four rounds of manual editing. n8n formalized it. Dify built infrastructure around it. If you're running AI workflows in marketing and you keep hitting the same wall — outputs that miss the brief, context that disappears mid-workflow, agents that forget what they just did — you're experiencing context rot. What's actually causing it, and why doesn't rewriting the prompt fix it?
Martin J.AI tools & agentsJul 15, 2026Marketing Workflow Automation: Tools, Tactics, and Why Most Teams Get It Wrong
You've probably automated something in your marketing stack. And yet — your team still spends most of the week doing marketing work manually. That's the paradox nobody talks about: the more automation tools you add, the more your team ends up managing the automations instead of the work. You've connected the pipes, but the actual marketing loop — brief to content to publish to measure to brief again — still runs on spreadsheets and Slack threads. When did you last audit which parts of your process are actually faster because of automation? Because there's a good chance you've been automating the wrong things first.
Martin J.AI tools & agentsJul 11, 2026
Manage Google Ads Smarter With AI.
Shadow AI in Marketing Teams: The Real Risks and What to Do Instead
Your marketing team is running shadow AI right now. You probably know it — and you've probably decided not to ask too many questions. They're using personal Claude accounts, ChatGPT Plus subscriptions billed to their own cards, Grammarly Pro installed on every machine, and AI image generators nobody approved. The CMO knows, IT suspects, and Legal has never been told. This is the silent agreement most marketing organizations have made. The EU AI Act enforcement starts August 2, 2026 — will you be able to name every AI tool that touched customer data when the audit comes?
Martin J.AI tools & agentsJul 6, 2026Claude Code Pricing for Marketing Teams: Which Plan Do You Actually Need?
You tried Claude Code for a landing page rewrite. It worked great — until you hit the usage cap three hours in and the session ended mid-task. So you upgraded to Pro ($20/month). Then hit the cap again. Now you're looking at Max ($100–$200/month) wondering if this is actually worth it for marketing work. Here's what the pricing page doesn't tell you.
Martin J.AI tools & agentsJul 6, 2026What Is Claude Design? Anthropic's AI Design Tool, Explained
You've seen Claude Design in your Claude subscription. You clicked it once, maybe twice. Now someone on your team is asking if you should use it — and you're not sure what it actually does beyond making things look designed.
Martin J.AI tools & agentsJul 5, 2026Claude Design vs Canva: They're Not Competing — Here's What Actually Matters for Your Workflow
You've been treating this as a choice between two competing tools. It isn't. Canva is Claude Design's official export partner — Anthropic built the integration in deliberately. So what are you actually deciding here?
Martin J.AI tools & agentsJul 5, 2026
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