AI CODING LAB

Generate quickly. Review carefully.

AI can create a page in seconds. These field-tested workflows help you understand the answer, find what is broken, check what is unsafe and publish code you can explain.

Start with safe preview Open the HTML editor

Original examples
Primary sources
No invented benchmarks

review-checklist.js

const readyToPublish = [
  inspectSource,
  runInSandbox,
  validateMarkup,
  testKeyboard,
  reviewNetwork,
].every(check => check.passed);

if (!readyToPublish) {
  explainAndFix();
}

Human review stays in the loop

FIELD GUIDES

Workflows you can repeat

We release two carefully reviewed guides at a time, test their examples and update them when browser or model behavior changes.

Web performance13 min

Optimize AI-generated images for the web

Choose the right dimensions, crop, format, quality, responsive markup and alt text for AI-generated website images without wasting bandwidth.

AI evaluation16 min

Test AI coding assistants fairly in 2026

Use a transparent, repeatable scorecard to compare AI assistants for HTML, CSS and JavaScript instead of trusting a one-prompt leaderboard.

Code quality12 min

Validate AI-generated HTML

Check generated HTML for parsing errors, semantic mistakes, accessibility gaps and fragile assumptions before it reaches a real website.

React workflow15 min

Convert ChatGPT HTML to React JSX

Turn generated HTML into maintainable React components by fixing JSX syntax, separating data and adding behavior without blindly wrapping a page.

HTML safety11 min

Preview AI-generated HTML safely

A practical workflow for inspecting AI-generated HTML, CSS and JavaScript in a sandbox before you trust, share or publish it.

Troubleshooting14 min

Fix ChatGPT HTML that does not work

Debug AI-generated HTML methodically with 12 practical checks for broken markup, missing styles, scripts, images and responsive layouts.

THE LAB METHOD

A better answer is one you can verify

We do not rank assistants from one attractive screenshot or republish launch claims as test results. Each guide separates what a standard says, what a tool can detect and what a person still needs to check.

Build the skills to review generated code

01
Preserve
Keep the original answer and the prompt that produced it.
02
Isolate
Run unfamiliar code with the smallest necessary permissions.
03
Measure
Use repeatable checks for validity, access and responsive behavior.
04
Explain
Publish only the result and changes you can account for.