Notes on building.
Guides on mobile apps, web platforms and AI products. Cost breakdowns, stack comparisons and how we ship.
AI Tools for Indie Hackers: Build Products 10x Faster in 2026
The solo founder advantage has never been larger. With the right AI tools, one person can now ship what used to require a 10-person team, and the best indie hackers are proving it every week.
AI & strategy · Jun 13, 2026 · 14 min read
ROI of AI Agents for Small Business: 2026 Benchmarks and Cases
Most AI ROI claims come from enterprises with million-dollar budgets. Small businesses operate under completely different constraints, and the benchmarks that matter to a 30-person company look nothing like those at a Fortune 500.
AI & strategy · Jun 13, 2026 · 14 min read
AI for Local Business Marketing: Automation That Drives Traffic
Most local businesses burn money on marketing that never converts. AI marketing automation changes the math entirely, turning modest budgets into measurable foot traffic and repeat customers.
AI & strategy · Jun 13, 2026 · 14 min read
AI for Customer Health Scoring: Reduce SaaS Churn in 2026
Traditional health scores are lagging indicators built on gut feelings. AI-powered scoring detects churn risk 4-6 weeks earlier by synthesizing hundreds of behavioral signals into calibrated probabilities.
AI & strategy · Jun 9, 2026 · 13 min read
AI for Facility Management: Predictive Maintenance and Energy
Reactive maintenance costs 3-10x more than planned work, and most buildings waste 20-30% of their energy. AI-powered facility management closes both gaps with sensor networks, predictive models, and real-time optimization.
AI & strategy · Jun 9, 2026 · 13 min read
AI for Quality Inspection: Visual AI in Manufacturing 2026
Visual AI inspection systems now outperform human inspectors by 10x on consistency and catch defects at full production speed. Here is exactly how to deploy one on your manufacturing line.
AI & strategy · Jun 8, 2026 · 14 min read
AI for Customer Segmentation and Hyper-Personalization 2026
Rule-based segments like 'female 25-34' miss what actually drives purchases. AI segmentation finds behavioral patterns invisible to humans, then personalizes every touchpoint down to the individual.
AI & strategy · Jun 8, 2026 · 13 min read
AI for Revenue Attribution and Marketing Mix Modeling 2026
Last-touch attribution is dead. Cookie deprecation, iOS privacy changes, and multi-device journeys broke it. Here is how AI-powered marketing mix modeling and multi-touch attribution actually work in 2026.
AI & strategy · Jun 8, 2026 · 13 min read
Context Engineering: The New Core Skill for AI Product Teams
Prompt engineering got you a prototype. Context engineering is what separates AI products that feel magical from ones that feel broken. Here is how the best teams actually do it.
AI & strategy · Jun 4, 2026 · 15 min read
AI for Data-Driven Product Decisions: Analytics to Action 2026
Most product teams are drowning in dashboards but starving for insight. AI is finally closing that gap, turning raw analytics into decisions you can act on today.
AI & strategy · Jun 4, 2026 · 14 min read
When to Rebuild Your Vibe-Coded App: The Decision Framework
Not every vibe-coded app needs a rebuild, but some absolutely do. Here is a practical framework for figuring out which camp yours falls into and what to do next.
AI & strategy · Jun 4, 2026 · 14 min read
AI for Technical Due Diligence: Automated Code Audits for M&A
Manual code audits during acquisitions are slow, expensive, and inconsistent. AI-powered technical due diligence gives buyers a faster, more objective picture of what they are actually acquiring.
AI & strategy · Jun 4, 2026 · 14 min read