CritiqueLoop

CritiqueLoop is a mobile + web app for photographers who want real improvement through structured feedback. Users upload a photo, choose the goal (street, portrait, product, landscape), and request critique on specific dimensions (composition, light, color, storytelling, edit quality). The app pairs them with 3–5 reviewers based on skill level, genre, and review reliability, then enforces a rubric so feedback is concrete (what works, what doesn’t, what to try next). An AI layer summarizes critiques into a short action plan and suggests targeted practice prompts, but the core value is human critique quality. To prevent the usual “nice shot!” problem, reviewers earn reputation only when creators mark feedback as useful, and low-effort comments are filtered. It’s realistic: growth-focused photographers already seek critique; this just makes it consistent and trackable.