Over one third of organizations waste 25% to 40% of their R&D budgets on projects that never reach market. Most firms apply AI to execution tasks rather than decision support. This gap costs teams over $1 million per failed project. Practitioners must shift intelligence tools toward early ideation to prevent late-stage collapse.