Loading States for Slow AI: The 40-Second Problem

📰 Dev.to · Multigrid

Learn to handle slow AI loading states with a 40-second problem solution, improving user experience

intermediate Published 7 Aug 2026
Action Steps
  1. Identify the loading states in your AI application
  2. Determine the average loading time to decide on the loading state strategy
  3. Design a state machine to handle different loading states
  4. Implement an indeterminate progress bar or loading animation
  5. Test and refine the loading state experience for optimal user engagement
Who Needs to Know This

UI/UX designers and developers can benefit from this to create a better user interface for AI-powered applications, enhancing the overall user experience

Key Insight

💡 A determinate progress bar can be a fabrication for slow AI loading states, use a state machine instead

Share This
💡 Solve the 40-second problem in slow AI loading states with a state machine and indeterminate progress bar

Key Takeaways

Learn to handle slow AI loading states with a 40-second problem solution, improving user experience

Full Article

What to put on screen for the seconds before the first token, why a determinate progress bar would be a fabrication, and the state machine that replaces it.
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