Notes from the team.

Our take on AI-Native across industries, agentic workflows, model evaluations, and where it's all heading. Insights and forecasts from the team building the future of intelligent software.

The Hottest Role in AI Doesn’t Build Models. It Deploys Them.
Strategy

The Hottest Role in AI Doesn’t Build Models. It Deploys Them.

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Agents Don’t Sleep. Neither Should Your Measurement.
Strategy

Agents Don’t Sleep. Neither Should Your Measurement.

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Your Next Website Visitor Is an AI: What ChatGPT Referrals Taught Us About GEO
Strategy

Your Next Website Visitor Is an AI: What ChatGPT Referrals Taught Us About GEO

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$1,200 Says Your AI Agent Can’t Escape This Room
Product

$1,200 Says Your AI Agent Can’t Escape This Room

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Your AI Agent Needs Its Own Login: Inside the Agent Security Gap
Security

Your AI Agent Needs Its Own Login: Inside the Agent Security Gap

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The End of Per-Seat Pricing: What AI Agents Do to Your Software Bill
Strategy

The End of Per-Seat Pricing: What AI Agents Do to Your Software Bill

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Why 40% of AI Agent Projects Get Cancelled (and the 5 Questions That Predict Payback)
Strategy

Why 40% of AI Agent Projects Get Cancelled (and the 5 Questions That Predict Payback)

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The Cheapest AI Model on Paper Can Cost You the Most
Research

The Cheapest AI Model on Paper Can Cost You the Most

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Everyone Deployed AI Agents. Almost Nobody Can Control Them.
Strategy

Everyone Deployed AI Agents. Almost Nobody Can Control Them.

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AIDA Is Dead: What Canada’s New AI Rules Mean for Your SMB
Compliance

AIDA Is Dead: What Canada’s New AI Rules Mean for Your SMB

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What a 24/7 AI Agent Actually Does for a Small Business
Automation

What a 24/7 AI Agent Actually Does for a Small Business

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AI and Quebec’s Law 25: What Small Businesses Need to Know
Compliance

AI and Quebec’s Law 25: What Small Businesses Need to Know

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How to Control Your Team’s AI Spending
Operations

How to Control Your Team’s AI Spending

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Speed of Light: The Management Philosophy Behind the World's Most Valuable Company
Strategy

Speed of Light: The Management Philosophy Behind the World's Most Valuable Company

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The AI Development Sandwich: Three Layers, Not Three Levels
Framework

The AI Development Sandwich: Three Layers, Not Three Levels

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The $1M Employee: Revenue Per Head Is the New North Star
Strategy

The $1M Employee: Revenue Per Head Is the New North Star

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The Real Cost of NOT Adopting AI for Your SMB
Strategy

The Real Cost of NOT Adopting AI for Your SMB

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On-Device AI and Data Sovereignty: The 2026 Privacy Strategy
Research

On-Device AI and Data Sovereignty: The 2026 Privacy Strategy

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MCP Explained: The Universal Language Your AI Tools Have Been Waiting For
Framework

MCP Explained: The Universal Language Your AI Tools Have Been Waiting For

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The SMB AI Adoption Playbook: From First Pilot to Full Integration
Process

The SMB AI Adoption Playbook: From First Pilot to Full Integration

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LLM Carbon Footprint: Measuring CO2 per Token and per Dollar
Research

LLM Carbon Footprint: Measuring CO2 per Token and per Dollar

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The Model Right-Sizing Framework: Why Choosing the Wrong LLM Is Your Most Expensive AI Decision
Framework

The Model Right-Sizing Framework: Why Choosing the Wrong LLM Is Your Most Expensive AI Decision

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AI Agents vs. Chat: The Difference and When to Use Each
Framework

AI Agents vs. Chat: The Difference and When to Use Each

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From 0 to Production in 9 Weeks
Process

From 0 to Production in 9 Weeks

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The Crewdle AI-Native Manifesto
Culture

The Crewdle AI-Native Manifesto

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