experience, and promotional offers using a standardized rubric. Each report includes an executive summary, market overview, per-practice deep dives, cross-practice analysis, and an appendix detailing methodology. VIC2RY uses AI tools to process media and generate narrative summaries, delivering reports as downloadable PDF documents within a defined turnaround time. The service is intended for dental practice owners and marketers who need a structured view of their competitive landscape.