Extracting consumer needs from online reviews and other sources can inform product and service innovation but is typically costly. Large language models (LLMs) trained to professional standards can cost-effectively identify implicit consumer needs that are specific but abstract enough to be useful. Automating other innovation tasks may be more difficult.