There is a lot of pressure to "ship AI" right now. Your board wants to see it. Your investors are asking about it.

Every piece of software you use today—from your CRM to your Helpdesk—is rushing to add an "AI Inside" sticker to their dashboard. It’s tempting to just click "Upgrade." It’s easy. It’s integrated. It’s right there.

With a catalog of 15,000+ Milwaukee and Makita SKUs, the challenge wasn’t generating text, it was getting retrieval, structure and trust right.

If you’ve been following the AI space for as long as I have—from the early days of semantic search to the generative boom—you know the feeling when the ground shifts. Not a tremor, but a slide. A moment when "better" becomes "different."

The pace of progress in AI continues to accelerate, and GPT-5.1 represents one of the most significant jumps in capability, reliability, and real-world usability to date.

The rapid evolution of large language models has created a landscape where several major players are pushing innovation forward at unprecedented speed.