Category Blog

The Validation Bottleneck

Why cutting QA right now is backwardsInsights from the field: a conversation with Lucas Smit, AI Forward SDET Over the past few months, I’ve been hearing the same patterns across the QA market: layoffs, impossible reqs, and a growing belief…

Questions to Ask Before You Build (or Buy) an Outbound Pipeline

Most outbound automation projects fail before implementation ever begins Not because the tools are bad. Not because AI doesn’t work. But because companies often skip the harder questions: Too many teams jump straight into platform selection before validating the economics,…

AI Forge: Multi-Tenant AI Without Shared Systems

An example of modern AI system design in the Charlotte, NC market. AI Forge is a multi-tenant AI platform where each organization operates in a fully isolated environment with its own data, workflows, and execution layer. In this context, “client”…

Interviewing Is a Game. Learn the Rules.

**I just did a session on this and figured I would share with the group** Most candidates treat every step of the hiring process like a test they have to pass. They prepare answers, hope for the best, and wait…

How One Candidate Used AI to Stand Out Before the Interview

If you’ve ever moved to a new city, you know how this goes. You’re busy. You don’t know the players yet.And networking? It’s always something you’ll “get to later.” I’ve been talking to several engineering leaders in Charlotte lately who…