How do I ensure my contextualized images are consistent across my website?

First, you have to establish some clear visual guidelines. Define aspects like lighting style, background types, color palettes, and scene mood. Use the same lens angles, framing rules, and resolution across product categories, regardless you're shooting photos or generating images digitally. Use templates or mockup frameworks to maintain image dimensions and placement. Regular audits also catch inconsistencies. Consistency in contextualization not only improves visual cohesion but also reinforces brand credibility, making the overall browsing experience smoother and more professional.