Notes on building.
Guides on mobile apps, web platforms and AI products. Cost breakdowns, stack comparisons and how we ship.
The Founder's Guide to AI Regulation and Compliance in 2026
The EU AI Act enforcement begins August 2026 and US state-level AI laws are proliferating. Here is how founders can navigate this confusing regulatory landscape to avoid fines and ensure market access across jurisdictions.
AI & strategy · Apr 29, 2026 · 15 min read
When to Hire a CTO vs. Use an AI-Powered Development Team
A full-time CTO costs $250K+ per year before they write a single line of code. An AI-powered dev team can ship your MVP in weeks. Here is how to decide which path actually fits your stage, budget, and product complexity.
AI & strategy · Apr 28, 2026 · 13 min read
AI for Insurance: Claims Automation and Risk Assessment 2026
Insurance carriers that deploy AI for claims automation are settling simple claims in minutes instead of weeks. Here is how the technology works, what it costs, and where the real ROI lives in 2026.
AI & strategy · Apr 27, 2026 · 13 min read
AI for Nonprofits: Practical Automation on a Limited Budget
Nonprofits waste thousands of hours on manual data entry, donor outreach, and grant reporting every year. Here is how to use AI automation to reclaim that time without blowing your budget.
AI & strategy · Apr 27, 2026 · 13 min read
The CTO's Playbook for Managing AI-Generated Code at Scale
Your engineers are already using AI to write code. The question is whether you have a system to catch the 45% of it that ships with security flaws, duplicated logic, and zero test coverage.
AI & strategy · Apr 27, 2026 · 13 min read
How to Build an AI-Ready Data Infrastructure Before You Need It
Most startups bolt on AI after the fact and spend months untangling their data layer. The ones that win build infrastructure for machine learning from the start, even before they ship a single model.
AI & strategy · Apr 27, 2026 · 13 min read
The PM's Guide to Shipping AI Features That Users Actually Want
Most AI features die quietly. Users try them once and never come back. The problem is not the model. It is the product thinking behind it. Here is what separates AI features that stick from the ones gathering dust in your analytics.
AI & strategy · Apr 26, 2026 · 14 min read
The CEO's Guide to AI Coding Agents: ROI, Risks, and Team Impact
The 2-3x productivity claims around AI coding agents are directionally correct but dangerously incomplete. This guide breaks down what actually changes in your engineering org, where the real risks hide, and how to build an adoption plan that does not blow up your team culture.
AI & strategy · Apr 24, 2026 · 14 min read
AI for Vertical SaaS: Building Domain-Specific Intelligence 2026
Horizontal AI tools compete on price. Vertical SaaS with embedded domain intelligence competes on value, and that difference shows up in 3-5x higher revenue multiples. Here is the playbook for building it.
AI & strategy · Apr 24, 2026 · 14 min read
Building an AI Company vs a Company That Uses AI: Strategy Guide
The distinction between building an AI company and building a company that uses AI is not semantic. It determines your valuation multiple, your hiring plan, your technical architecture, and ultimately whether you win or lose your market.
AI & strategy · Apr 24, 2026 · 14 min read
AI Agent Security: Preventing Prompt Injection and Data Leaks
AI agents that can browse the web, call APIs, and execute code are powerful, but every new capability is a new attack surface. If you are shipping agents without layered prompt injection defenses and strict data boundaries, you are one crafted input away from a breach.
AI & strategy · Apr 24, 2026 · 14 min read
When to Replace Your SaaS Tool Stack With Custom AI Agents
The average mid-stage startup spends $50K or more per year on SaaS subscriptions, and half those tools do work an AI agent could handle for a fraction of the cost. Here is how to decide what to replace, what to keep, and how to avoid costly mistakes.
AI & strategy · Apr 23, 2026 · 14 min read