Post by NetForemost

AI speeds up your developers. Your QA team is still the same size. 45% of very frequent AI coding tool users now deploy to production daily or faster. That number makes the all-hands slide. This one usually doesn’t: 69% report regular deployment issues when AI-generated code is involved. Same teams. Same tools. More speed. More breakage. That is the QA problem behind AI-native delivery. When output accelerates but QA capacity and release readiness stay the same, the constraint moves downstream. It is no longer how fast code gets written. It is whether anyone can trust what ships. At NetForemost, QA is planned into the delivery system from the start: acceptance criteria before generation, test planning before implementation, and nearshore QA capacity aligned with the team’s working hours. AI made your engineers faster. But speed without quality infrastructure is just risk accumulating quietly. Until it isn’t quiet anymore