Millwards

AI-powered tool builder

Preparing your experience...

AI tool generator

Describe the tool you want to build

Start with the outcome, then add the inputs, outputs, rules, edge cases, and actions people need after the result appears.

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Millwards is in beta. Generated tools are a strong starting point, but you should still review important results before relying on them.

Tip: mention the data users enter, what the tool should return, and any formats or edge cases.
Prompt quality Getting started

Add the outcome, inputs, outputs, and success criteria to get a stronger first draft.

  • Clear job or outcome
  • Expected inputs
  • Useful outputs
  • Validation or empty states
  • Copy, export, share, or save actions
These details are included with your generation request but kept separate so your main idea stays readable.

Drafts save locally in this browser as you type.

Add helpful details

💡

Best results come from specific prompts. You can safely close this tab after a queued job starts; the floating status widget will keep track.

Need a starting point?

Try a polished example prompt

Idea gallery

Start with a tiny workflow, then make it feel complete

Millwards works best when your idea has a clear job, a clear audience, and a clear next action.

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Decision tools

Scoring matrices, estimators, pricing helpers, budget planners, and recommendation flows.

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Data transformers

CSV cleaners, JSON formatters, copy rewriters, regex testers, and structured output helpers.

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Learning aids

Flashcards, quizzes, explainers, study timers, rubric builders, and self-check tools.

How it works

From plain English to a working tool

Millwards handles the first draft so you can move from “I wish I had…” to something you can test, share, and improve.

01

Describe the job

Tell Millwards what users enter, what they should get back, and the tone or layout you want.

02

Watch the build

Generation steps show what is happening while your tool is planned, coded, checked, and prepared.

03

Use, fork, or share

Open the finished tool, copy the code, or browse the Marketplace for tools to fork into your own version.

Prompt coaching

A better prompt gives you a better first draft

Rough

“Make a budget tool.”

Stronger

“Build a monthly budget planner for freelancers with income categories, recurring expenses, savings goals, warning states when spending exceeds income, and exportable summary cards.”

Include
  • Who the tool is for
  • Inputs, outputs, and formulas
  • Validation, empty states, and success feedback
  • Copy, download, share, or save actions

What to build

Useful for small workflows, utilities, and prototypes

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Calculators and estimators

Pricing calculators, tax helpers, budgeting tools, unit converters, and quick decision aids.

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Formatters and cleaners

Transform CSV, JSON, text, markdown, colors, links, or lists without opening a spreadsheet.

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Dashboards and trackers

Create lightweight trackers for habits, expenses, tasks, campaign results, or internal checklists.

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Prototype product ideas

Validate interactions, forms, and micro-tools before investing in a larger build.

Public, private, and safe by default

Know what happens after you generate

Generated tools are useful prototypes. Millwards makes review, editing, forking, and publishing clearer so you stay in control.

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Preview first

Review the finished tool in a modal before relying on it or sharing it with anyone.

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Edit your own copies

Open generated tools in the editor, make changes with chat, download HTML, or publish when ready.

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Marketplace is public

Published tools can be discovered and forked by others, so avoid publishing sensitive information.

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Beta review reminder

Check important calculations, accessibility, privacy, and security before production use.

Why people use it

Launch a first version faster

  • Get a complete single-file tool you can inspect and copy.
  • Use the Marketplace to discover ideas and fork community tools.
  • Keep prompts focused with helper chips and example patterns.
  • Save drafts locally while you shape a better generation request.

FAQ

What makes a good prompt?

Name the audience, inputs, outputs, validation rules, and the actions users need after the result appears.

Can I use generated tools in production?

Generated tools are a starting point. Review important logic, security, and accessibility before using them for critical work.

Where do finished tools go?

Finished tools open in a preview modal and can appear in the Marketplace so others can discover or fork them.

What should I avoid putting in a prompt?

Avoid secrets, private customer data, payment details, or anything you would not want included in a generated prototype or public Marketplace listing.

Can I improve a tool after generation?

Yes. Signed-in users can open tools in the editor, describe changes in chat, download the updated HTML, and publish polished versions.

Ready when you are

Build a focused tool, then refine it into something worth sharing.