What is MCP and why does it matter for AI agents?
Model Context Protocol is the standard that lets AI agents read and write any compliant tool. Here's what it is, why it won, and how to bet on it.
Field Notes
The AI ARMY blog — field notes from the AI frontier.
Frameworks, playbooks, and field reports on building AI-powered businesses. Following the future of work. Updated weekly.
01
FEATURED PILLAR
AI Agent Operating System
What is an AI Agent Operating System? And why your business needs one in 2026.
The difference between using a chatbot and running an AI workforce. A practitioner's guide to the architecture that's becoming table stakes for SMBs — written from the operator seat.
Read the pillar →Browse by pillar.
Twelve deep pillars covering the methodology and the work — plus four broader topics that go beyond the framework.
// The 12 Pillars
PILLAR 01
AI Agent Operating System
How multi-agent systems share context, route work, and act on your tools.
PILLAR 02
Answer Engine Optimization
Get your brand cited inside ChatGPT, Claude, Perplexity, and AI Overviews.
PILLAR 03
AI Forward Framework
The eight-pillar methodology behind every AI ARMY engagement.
PILLAR 04
AI Readiness
Measure whether your business is actually ready to deploy AI.
PILLAR 05
AI Training & Enablement
How to train a team on AI tools so the learning actually sticks.
PILLAR 06
Custom AI Deployments
When off-the-shelf isn't enough — and what custom actually costs.
PILLAR 07
AI Automation Agency
How to choose an AI automation partner without getting burned.
PILLAR 08
AI Transformation Partners
Big-4 vs boutique vs operator-led — which one fits your stage.
PILLAR 09
AI Powered Workflows
The anatomy of workflows where AI does the thinking and automation does the rest.
PILLAR 10
Tech Stack Modernization for AI
What actually needs to change in your stack to make AI work.
PILLAR 11
Building with AI
A practitioner's guide to shipping software with AI inside.
TOOL
LLM Cost Calculator
Compare costs across every major model. Free, no signup, updated quarterly.
// Beyond the Framework — Deep Editorial Topics
TOPIC 13
Case Studies & Field Reports
Real numbers from real engagements. Bayer, SKU IQ, HubSpot rebuilds. The proof behind the methodology.
TOPIC 14
Industry Playbooks
AI for Real Estate, Healthcare, B2B SaaS, Nonprofit, Education — the framework applied vertical by vertical.
TOPIC 15
AI Stack & Tool Comparisons
Claude vs GPT vs Gemini. Agent Hub vs Zapier. Model selection, vendor evaluation, build-vs-buy decisions.
TOPIC 16
Founder Field Notes
Operator POV from Megan. What's working, what's not, contrarian reads on AI hype — written from the seat.
Latest articles.
Fresh thinking. Updated weekly.
MCP
OPEN PROTOCOL
AEO
VS SEO
AEO vs SEO vs GEO — what's actually different in 2026
The terminology is messy. Here's the clean version, with the practical differences that actually change what you do this quarter.
ROI
READINESS
The 10-question AI Readiness checklist for SMBs
Most teams overestimate their readiness. Ten questions that surface the workflow, data, and governance gaps before you spend a dollar on AI.
Field Notes — the AI ARMY newsletter.
One operator's read on AI each week. No filler, no hype, no "Top 10 AI Tools" lists. Just what worked, what didn't, and what to do this week.
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