Honest Tea represents a novel approach to digital dating safety, positioning itself as an AI-powered relationship analysis tool specifically designed for women. Developed by Clyfar Tech, this iOS application analyzes dating profiles, chat messages, and direct communications to provide users with actionable insights about potential partners before committing to dates or relationships. The core functionality centers around the Honest Tea Score, a proprietary 100-point rating system that evaluates communication patterns for various behavioral indicators. The AI engine scans uploaded content for commitment avoidance, love-bombing tendencies, emotional availability, and respectfulness indicators. Additional features include a safety meter assessment and first-date preparation tips that integrate directly with users' pre-date routines. The system processes Tinder bios, dating app messages, and various DM formats to generate comprehensive reports highlighting both concerning patterns and positive behavioral indicators. User experience demonstrates thoughtful design with intuitive upload processes and clear, actionable reporting. The interface presents analysis through color-coded scoring systems and specific behavioral observations rather than vague recommendations. Real-world usage patterns show integration into pre-date preparation rituals, with many users running multiple conversations through the system before deciding to meet potential partners. The app maintains a focused utility approach without social features or dating platform integration, serving purely as an analytical tool. User feedback trends consistently highlight accuracy in behavioral prediction, with multiple reviewers reporting subsequent real-world validation of the app's assessments. Jennadoesit (August 11, 2025) reported the system correctly identified commitment avoidance patterns that manifested days later, while mayataylor10093 (August 11, 2025) noted accurate ghosting prediction from low scores. Positive cases also receive validation, as sophielieberman9172 (August 11, 2025) reported high scores correlating with respectful behavior and emotional availability demonstrated through specific communication patterns like follow-up questions. The application demonstrates significant strength in pattern recognition and behavioral prediction based on digital communication analysis. However, limitations include potential over-reliance on algorithmic assessment and the inherent constraints of analyzing text-based communication without contextual understanding of tone or relationship history. The tool serves best as a supplementary safety measure rather than a definitive judgment system, particularly valuable for women seeking additional validation in early-stage dating scenarios where personal safety and emotional investment concerns intersect with modern dating complexities.