OpenAIAnthropic

Verified interview challenge

Design a prompt playground platform

Design a platform where users test prompts across models, compare outputs and run larger experiments.

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The challenge

Users edit a prompt, compare streamed responses from several models and save runs for later. The same platform must also support experiments with thousands of combinations. Design how those workloads share provider capacity without a large experiment making the interactive editor unusable.

A result needs to remain understandable after the prompt, model or settings have changed. Your design must connect that history to execution, cancellation and provider limits, so later comparisons refer to the work that actually ran.

What you'll practise

  • Interactive and batch work

    Balance quick prompt iterations against experiments that occupy provider capacity for longer.

  • Run history

    Keep the relationship between inputs, settings and results clear as users iterate.

  • Execution controls

    Explain how cancellation, failures and cost limits affect work already in progress.

Your design workspacePreview
Your canvas
PromptsModels & settings
OutputsRuns & comparisons
The interview, drawing canvas and final report are included with Full Access.