Notes on building.
Guides on mobile apps, web platforms and AI products. Cost breakdowns, stack comparisons and how we ship.
When Your AI Provider Goes Down: Designing Failover
Every AI feature that depends on one model API will have a bad afternoon. Here is how to design LLM provider failover that keeps your product useful when the provider is not.
AI & strategy · Oct 10, 2026 · 12 min read
AI API Prices Keep Changing: How to Build So It Doesn't Hurt
Over the third quarter, the major AI vendors changed text-model prices dozens of times, and several prices now carry an end date. Here is how to build a product whose margin survives that.
AI & strategy · Oct 8, 2026 · 9 min read
AI for Education Admin: Enrollment, Retention, and Analytics
Most colleges and K-12 districts sit on mountains of enrollment and retention data they never fully use. AI changes that. Here is how institutions are building smarter funnels, catching at-risk students earlier, and finally making sense of their institutional analytics.
AI & strategy · Sep 13, 2026 · 14 min read
AI for Property Management: Maintenance and Tenant Automation
Reactive maintenance and slow tenant communication are killing your NOI. AI-powered property management automates work order triage, predicts equipment failures weeks early, and handles tenant requests around the clock so your team can focus on portfolio growth.
AI & strategy · Sep 13, 2026 · 14 min read
AI for Fleet Safety: Real-Time Driver Monitoring and Coaching
Computer vision and edge AI are transforming fleet safety by detecting distraction, fatigue, and harsh events in real time, then coaching drivers before bad habits become crashes. Here is how to build a safety program that actually reduces risk.
AI & strategy · Sep 13, 2026 · 14 min read
AI for Competitive Pricing and Dynamic Market Intelligence 2026
Competing on price without AI is like navigating a highway blindfolded. Here is how to build the competitive pricing and market intelligence stack that actually moves margins.
AI & strategy · Sep 13, 2026 · 14 min read
AI for Insurance Underwriting and Claims Optimization in 2026
Carriers using AI for underwriting and claims are outpricing competitors, settling claims faster, and catching fraud at rates no rules-based system can match. Here is how the technology works and how to implement it.
AI & strategy · Sep 13, 2026 · 14 min read
AI for Retail Inventory and Demand Planning Automation in 2026
Retailers running AI for inventory and demand planning are carrying 25% less safety stock, cutting stockout rates in half, and freeing six to seven figures in working capital. Here is the full playbook for 2026.
AI & strategy · Sep 12, 2026 · 14 min read
AI for Event Planning: Attendee Matching and Engagement
Event organizers who deploy AI for attendee matching, personalized agendas, and real-time engagement scoring report 40% higher satisfaction and 3x sponsor ROI. Here is the playbook for building it.
AI & strategy · Sep 9, 2026 · 15 min read
AI for Water Utilities: Leak Prediction and Usage Analytics
U.S. water utilities lose 6 billion gallons daily through leaks in aging infrastructure. AI-driven leak prediction and usage analytics are turning that crisis into a solvable engineering problem.
AI & strategy · Sep 9, 2026 · 15 min read
AI for Digital Nomads: Tax Residency and Visa Compliance
Thirty-five million remote workers now cross international borders regularly, and most of them are one miscounted day away from a tax nightmare. AI is finally making nomad compliance manageable.
AI & strategy · Sep 9, 2026 · 15 min read
AI for Longevity Clinics: Biomarker Analysis and Optimization
The longevity clinic market is racing toward $30B, and the clinics winning are the ones using AI to turn hundreds of biomarkers into personalized, actionable protocols. Here is how to build that intelligence layer.
AI & strategy · Sep 8, 2026 · 15 min read