Key features for improving AI creative tools include better contextual understanding, allowing the AI to generate ideas that align closely with user intent. Enhanced customization options, such as style control and adjustable creativity levels, give users greater artistic freedom. Real-time collaboration features can make creation more interactive. Improved coherence, richer visual details, and reduction of repetitive patterns also boost quality. Also, ethical safeguards and transparency help ensure responsible, reliable, and user-friendly creative outputs.

Evaluating the creativity of an AI-generated image involves assessing originality, coherence, and emotional impact. First, check how unique the concept is and whether it avoids clichés or predictable patterns. Next, evaluate composition, color harmony, and visual balance to see if the image is thoughtfully arranged. Consider how well the image communicates a theme or idea and whether it evokes emotion or curiosity. Finally, analyze the level of detail, consistency, and how effectively the AI blends imagination with believable artistic elements

While I have not worked directly in a beauty company, my experience in product development, community leadership, and innovation strongly aligns with the principles of research and development in beauty. Through my fintech & e-commerce startups (UrbanPay and Manifirst), I’ve led product design, user research, and market testing—skills essential to developing customer-centered beauty solutions. My church callings and community service have taught me empathy, organization, and the ability to understand diverse needs—important when creating inclusive products. Also, my background in UI/UX design, AI, and full-stack development has equipped me to design digital experiences that enhance personalization and engagement, similar to how modern beauty brands leverage technology to redefine user interaction, accessibility, and brand innovation.