Notes on building.
Guides on mobile apps, web platforms and AI products. Cost breakdowns, stack comparisons and how we ship.
AI for SaaS Growth: The Complete Playbook for 2026
Every SaaS product is adding AI features in 2026. Most do it wrong. Here is a playbook connecting AI capabilities to the growth metrics that actually matter: activation, retention, and expansion revenue.
AI & strategy · Feb 19, 2026 · 14 min read
How to Build a Defensible AI Product That Isn't Just a Wrapper
"AI wrapper" is the biggest insult in startup circles. Here is how to build an AI product with genuine defensibility using proprietary data, domain expertise, and workflow integration.
AI & strategy · Feb 18, 2026 · 14 min read
How to Manage LLM API Costs in Production Without Overspending
A $0.10 per query agent at 100K daily queries costs $10K per day. LLM API costs surprise most founders. Here is how to keep them under control without sacrificing quality.
AI & strategy · Feb 18, 2026 · 13 min read
AI-Powered Personalization: How to Add It to Your App in 2026
AI-powered personalization lifts conversion rates by 20 to 40%. Here is how to implement it in your app without a data science team, using embeddings, collaborative filtering, and LLMs.
AI & strategy · Feb 17, 2026 · 13 min read
Agentic AI Workflows: A Practical Guide for Product Teams
2026 is the year of agentic AI. Instead of answering questions, AI agents complete multi-step tasks autonomously. Here is how product teams can implement agentic workflows that actually work in production.
AI & strategy · Feb 17, 2026 · 14 min read
AI-Powered App Onboarding: How to Boost Activation Rates
AI-powered onboarding personalizes the first-run experience for each user, showing them the features that matter most based on their role, goals, and behavior. Early adopters report 40%+ activation improvements.
AI & strategy · Feb 17, 2026 · 13 min read
How to Write a Technical RFP That Gets Good Proposals
A bad RFP attracts bad proposals. Here is how to write a technical request for proposal that gets serious agencies to respond with their best work.
AI & strategy · Feb 15, 2026 · 12 min read
How to Validate Your App Idea Before Building
Most app ideas fail not because the execution is bad, but because nobody validated the idea first. Here is how to test demand before writing a single line of code.
AI & strategy · Feb 15, 2026 · 13 min read
Conversion Rate Optimization for Mobile Apps
A 1% improvement in conversion rate can double your revenue. Here is how to systematically optimize every step of your mobile app funnel.
AI & strategy · Feb 15, 2026 · 13 min read
How to Reduce App Churn: A Data-Driven Guide
Acquiring users is expensive. Losing them is worse. Here is how to identify why users leave your app and build systems that keep them coming back.
AI & strategy · Feb 15, 2026 · 13 min read
Push Notification Strategy: The Complete Playbook
Push notifications are the most powerful re-engagement tool you have. They are also the fastest way to get uninstalled. Here is how to get the balance right.
AI & strategy · Feb 15, 2026 · 13 min read
The Real Cost of Choosing the Wrong Tech Stack
The wrong tech stack does not just slow you down. It compounds into six figures of wasted spend and months of lost time. Here is how to avoid that trap.
AI & strategy · Feb 14, 2026 · 13 min read