Notes from the builds.
Costs, tradeoffs, and what actually works — from the RAG, automation, and app projects we ship.
RPA vs. AI Agents: What's Actually Different for Your Operations
Both automate work your team is doing by hand. One follows a fixed script; the other makes decisions. Here's how to tell which problem you actually have.
React Native vs. Flutter: Which One Should Build Your Startup's App?
Both let you ship one codebase to iOS and Android instead of two. The real differences show up in performance, hiring, and how much native code you end up writing anyway. Here's how to pick.
What a RAG Knowledge Base Actually Looks Like in Production
"RAG knowledge base" gets used for both a folder of PDFs pointed at an embedding model and an actual pipeline that stays accurate as your data changes. Here's what separates the two.
Freight Dispatch Software: Build vs. Buy in 2026
Off-the-shelf TMS platforms solve most of the standard problem fast. Here's how to tell when your operation has actually outgrown one, and what a custom build buys you instead.
Automating STR Turnover Without Losing Control of Quality
Short-term rental turnover automation promises to remove the busywork between guest stays — but automate the wrong step and a dirty unit reaches a guest instead of a person catching it first. Here's what to automate and what to keep a human checkpoint on.
No-Code AI Builders vs. Custom Development: When Do You Actually Need to Switch?
Bubble, Lovable, and similar tools get a real product live fast. Here's how to tell when that's still the right call, and the specific signs it's about to cost you more than it saves.
How Long Does It Actually Take to Build and Ship an App in 2026? A Realistic Timeline
"How long will this take" gets a vague answer more often than it should. Here's what actually drives the timeline for a web or mobile build, with realistic 2026 ranges.
n8n vs. Make: Which Automation Tool Fits a Growing Operations Team
Both connect your apps and automate workflows visually. The real differences show up once your team is past the first few Zaps — here's how to pick.
How Much Does It Cost to Build an AI SaaS MVP in 2026? A Real Breakdown
"AI SaaS MVP" ranges from a weekend wrapper around an API to a real multi-tenant product with billing and auth. Here's what actually drives the price.
n8n vs. Custom Code: When Visual Automation Tools Stop Being Enough
n8n and Make get most automations running fast. Here's where they hold up, and the specific signs that a piece of your workflow needs custom code instead.
Do You Need a Native Mobile App, or Is a Web Dashboard Enough?
Building a native app costs more and takes longer than a web dashboard. Here's how to tell which one your team or customers actually need.
RAG vs. Fine-Tuning: Which One Actually Fits Your Product?
Both let an LLM answer questions it wasn't originally trained on. They solve different problems, cost differently, and fail differently. Here's how to pick.
How Much Does a RAG Chatbot Cost in 2026? A Real Pricing Breakdown
"RAG chatbot" covers wildly different builds at wildly different prices. Here's what actually drives the cost, with realistic 2026 market ranges for each tier.