Design Development QA

Building Custom MCP Infrastructure for QA: Why a TestRail Integration Was the Right Place to Start

AI-assisted engineering workflows have made one thing clear: model capability is only part of the solution. The real impact happens when AI operates within the systems where work actually gets done. While a large language model (LLM) can summarize requirements, suggest test coverage, or generate automation logic, it often can’t work effectively across the various […]