The 2026 Developer Survey shows that the tech workforce is using AI: 77% use AI tools daily, and 55% of daily AI users used AI at least two or more hours per day in their work. But despite leadership hoping it will increase team productivity, teams are slowed down by incorrect or inconsistent outputs. As a result, developers end up using valuable time and resources filling in the missing organizational context, like who owns an answer or whether that answer is current and has been validated, to get the information they need to keep working. Someone verifying every output due to missing context is where the anticipated value of AI can leak in an enterprise environment. It’s ultimately a verification and context problem.