Insights on agentic AI & product engineering
Field notes from the systems we build and ship.
Building AI Support Agents That Actually Resolve Tickets: Inside Our Approach
Most AI chatbots deflect tickets without solving anything. Here's how RedshotLabs builds support agents that resolve real customer issues end-to-end, and what that actually requires under the hood.
Why 88% of AI Agent Pilots Never Reach Production (And How to Be in the 12%)
Most companies have an AI agent pilot running somewhere. Almost none of them make it to production. Here's what separates the agents that ship from the ones that quietly die in a demo environment.
Cloud Migration Services: How RedshotLabs Moves Legacy Systems Without Breaking Production
Migrating to the cloud isn't just a lift-and-shift exercise — it's an opportunity to fix years of technical debt. Here's how RedshotLabs approaches cloud migration without downtime or data loss.
Agentic Engineering vs. Vibe Coding: What's the Difference, and Why It Matters for Your Funding Round
"Vibe coding" and "agentic engineering" get used interchangeably, but investors are starting to care about the difference. Here's what separates the two, and why it affects your next raise.
How to Vet a Development Agency Without a Technical Background
You don't need to know how to code to hire a development agency well. Here's what to actually check before you sign a contract.
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.