The pitch your team has heard ten times this year: "We can replace 30% of your ops headcount with AI." The pitch usually comes attached to a…
Most agent demos you'll see are toys. A model wrapped in a loop, given a few tools, and pointed at a sandbox. The interesting question — the…
The first version of any RAG system works on a curated demo set. The user asks a question, the system returns relevant chunks, the model ans…
Most AI products we audit are paying somewhere between 5× and 10× what they need to be paying. The reasons are remarkably consistent across…
Most enterprise AI projects don't fail because the technology doesn't work. They fail because the team picked a workflow where AI doesn't co…
The most common AI quality-assurance setup we see in production is one engineer running a few prompts through the new model version, eyeball…