Insights on agentic AI & product engineering
Field notes from the systems we build and ship.
Fintech App Development Cost in 2026: A Realistic Breakdown
Fintech app cost estimates online range from $10,000 to $500,000+, which isn't helpful if you're planning a real budget. Here's what actually drives the number.
Vibe Coding vs. Real Engineering: When AI-Built MVPs Need a Rebuild
AI coding tools are great for validating an idea fast — but there's a point where a vibe-coded MVP needs real engineering to scale, raise funding, or survive an audit. Here's how to know when you've hit it.
We Audited a Vibe-Coded Fintech App — Here's What We Found
We ran a security audit on an AI-generated fintech MVP built with a popular "vibe coding" tool. The results explain why founders can't skip real engineering review before launch.
WhatsApp Business API in 2026: Pricing, Broadcast Limits, and How to Actually Get Started
What the WhatsApp Business API actually costs, how broadcast limits work, and how it differs from the WhatsApp Business app — a practical guide for businesses evaluating it in 2026.
Getting Your App Published on the Google Play Store: A Founder's Guide
What it actually takes to get an app approved and live on the Google Play Store — from developer account setup to the review pitfalls that delay launches.
How Much Does It Cost to Build an AI Agent in 2026?
A realistic breakdown of what shapes AI agent development costs in 2026, from proof-of-concept to production-grade deployment.
AI Agent vs. Chatbot: 5 Signs Your Startup Has Outgrown Scripted Bots
Chatbots follow scripts; AI agents get work done. Here's how to tell which one your product actually needs.
How We Cut Support Tickets by 33% with a RAG-Powered Product Search
A breakdown of how RedshotLabs built a retrieval-augmented product search for an e-commerce client and cut support queries by a third in the first month.
Trending Flutter App Development in 2026: How RedshotLabs Builds Modern Fintech Apps
A look at the Flutter trends, tools, and architecture patterns RedshotLabs uses today, including insights from our recent fintech app build.