I incorporate AI tools selectively across design, development, research, and content creation to support faster exploration and more efficient problem-solving. My approach combines AI-assisted workflows with established creative and technical skills, using these tools where they add value while maintaining hands-on control over creative direction, execution, refinement, and final output.
AI-assisted visualization can help explore concepts, environments, compositions, and use cases that may be difficult or costly to produce through traditional photography alone. I use generated imagery as a starting point, then apply creative direction, compositing, retouching, color correction, branding, and other design techniques to develop assets suitable for their intended application.
I use AI as an exploratory tool during the early stages of design to generate concepts, investigate visual directions, develop content ideas, and rapidly evaluate possibilities before committing to a final solution. These outputs serve as inputs to the design process rather than finished deliverables, with final decisions guided by established brand standards, usability, and project objectives.
I incorporate AI-assisted development into my front-end workflow for tasks such as troubleshooting, code exploration, accessibility review, documentation, and evaluating alternative approaches to HTML, CSS, JavaScript, and PHP challenges. Generated solutions are reviewed, tested, modified, and integrated into the larger codebase rather than used without evaluation.
AI tools can also accelerate research, summarize complex information, compare approaches, and help identify potential solutions during a project. I treat generated information as a starting point rather than an unquestioned source, verifying important information and applying professional judgment before incorporating it into project decisions.