A content-delivery pipeline used a conservative keyword scanner to stop financial copy from drifting into transaction guidance. The scanner was safe, but too coarse: objective terms such as “shareholder,” “valuation,” and “return” could block an otherwise factual sentence. Internal ranking notes …