Benjamin Pranger

Performed daily ranking of hundreds of multimodal AI outputs against prompts; applied systematic comparative judgment techniques to assess relevance, quality, and coherence of generated outputs; maintained high accuracy and throughput in large-scale annotation workflows; contributed to reliable training data for model fine-tuning and preference optimization; collaborated with cross-functional AI teams to identify quality trends and provide actionable feedback for improving multimodal capabilities; used specialized labeling platforms and guidelines to ensure precise data annotation, supporting preference-based reinforcement learning and human feedback loops.

Managed a retail music outlet, school and studio, including marketing, ordering, sales, staffing, hiring, training and scheduling using Excel, Word, Google Drive, Mindbody, and Pro Tools; oversaw daily operations and supported team development.

Remotely adapted a novel into a screenplay; produced original content, plot sequencing and characters for a diverse cast; conducted research into Black American music history, Southern Baptist Christianity, Buddhism, and cutting-edge multimedia technologies to inform narrative development.