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Advanced Heuristic Evaluation of AI Interfaces
Perform a heuristic evaluation of a theoretical generative AI interface using Nielsen's principles and AI-specific UX guidelines.
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Perform a comprehensive heuristic evaluation of a hypothetical text-to-image generation interface. The interface features a prompt input bar, a negative prompt toggle, aspect ratio selectors, and a gallery of 4 generated variations per request.
Evaluate the interface against:
1. Jakob Nielsen's 10 Usability Heuristics (identify specific violations or successes).
2. AI-specific UX challenges such as 'prompt engineering' friction, expectation management, and the paradox of choice.
For each issue found, provide:
- The severity rating (0-4).
- The heuristic violated.
- A specific recommendation for improvement that balances power-user functionality with discoverability for novices.