Over one third of organizations waste 25 to 40 percent of their R&D budgets on projects that never reach market. Teams lose over $1 million per failed project during late-stage testing. IEEE Spectrum reports that firms use AI for execution rather than decision support. This gap leaves early ideation and feasibility checks dangerously undersupported.