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AI InterfacesPlanned

PromptPlayground

Side-by-side prompt and model comparison with parameter controls and shareable runs.

  • Multi-model
  • Diff view
  • TypeScript
PromptPlayground previewAI-02

Illustrative preview of the intended interface.

Overview

What it solves

The problem

Comparing prompts and models usually means copy-pasting between tabs, losing parameters and eyeballing the differences.

The approach

PromptPlayground runs one prompt against several models side by side with shared parameters, highlighted differences and shareable runs.

Features

Key features

  • 01

    Side-by-side runs

    Send the same prompt to multiple models at once and watch the answers stream in parallel.

  • 02

    Parameter controls

    Temperature, max tokens and top-p per model, saved with every run.

  • 03

    Word-level diff

    Differences between outputs are highlighted so you can see what changed, not just that it did.

  • 04

    Shareable runs

    A run captures prompt, settings and outputs behind a single link.

Under the hood

How it works

  1. 1

    Write

    Compose the prompt and any variables.

  2. 2

    Configure

    Pick models and set parameters for each.

  3. 3

    Run

    Requests fire in parallel and stream back independently.

  4. 4

    Compare

    Review diffs, latency and cost, then share or save the run.

See it

Demo

Walkthrough video coming soon

A short screen recording will appear here.

Developer experience

Usage

Planned API — this shows the intended developer experience and may change as the component is built.

Playground.tsx
<PromptPlayground
  models={["model-a", "model-b"]}
  defaultParams={{ temperature: 0.2, maxTokens: 512 }}
  onRun={(run) => saveRun(run)}
/>

AI Interfaces

Metrics captured per run

Enough detail to reproduce a run and judge it fairly.

Metrics captured per run
MetricWhat it shows
LatencyTime to first token and total completion time.
TokensPrompt and completion token counts.
CostEstimated from the model's token pricing.
DiffWord-level differences between outputs.
ParametersExact settings, so any run can be repeated.

Roadmap

Status & stack

Build progress

  1. Design & API — in progress
  2. Build — not started
  3. Accessibility & performance testing — not started
  4. Demo & write-up — not started

Tech stack

  • React 19
  • TypeScript
  • Server-Sent Events
  • Zod
  • Tailwind CSS

Related research

  • AI Interfaces4 min read

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    Token-by-token rendering, scroll behaviour and abort handling — the patterns that keep an LLM chat feeling instant.

    • Streaming
    • React 19
    • UX
    Read the note

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