Insights on agentic AI & product engineering
Field notes from the systems we build and ship.
From Chatbot to AI Agent: What's Actually Changed in Customer Support Automation
"Chatbot" and "AI agent" get used interchangeably, but they solve different problems. Here's the real difference, and why it matters for what your support automation can actually deliver.
What Enterprises Need in Place Before Scaling AI Agents Past Pilot
Security and governance are now the top factor enterprises weigh when evaluating agentic AI. Here's what actually needs to be in place before an AI agent gets real autonomy in your business.
AI Automation for Enterprise Workflows: Where to Actually Start
Enterprise teams are under pressure to automate everything with AI agents at once. Here's how to pick the right workflow to automate first, and avoid becoming one of the projects that gets shelved.
Your Company Probably Runs 12 AI Agents That Don't Talk to Each Other
The average enterprise now runs a dozen AI agents, but half of them operate in complete isolation. Here's why that's quietly limiting your automation, and how orchestration fixes it.
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.