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AI4E

Practical AI. Made clear.

Reviewed AI recipes, practical model tests and clear comparisons to help you get useful results from AI.

Not sure how to ask? Start here with Before You Ask.
reviewed guides
33
reviewed guides
with published tests
9
with published tests
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launch in your AI
Testing in progress9/33 tested

24 guides queued for multi-model testing. Results are published as each test is reviewed.

How AI4E works

  1. 1. Pick a task

    Search by the outcome you want.

  2. 2. See the evidence

    Real test results, models and limits.

  3. 3. Launch in one click

    Open the prompt in your AI assistant.

Start with a useful task.

Choose a common outcome, or browse the complete recipe library.

Browse all 33 recipes and filters

Featured recipes

Research & Learning

BeginnerYour task: 20 minutes

Turn study notes into flashcards and a self-test

Convert your own notes into retrieval practice that covers concepts, application and common errors.

Tested — pass

Tested with

Chat Latest

Also passed:+1

2 test cases · fixed input and criteria

Business Automations

BeginnerYour task: 5–10 minutes

Count themes in a small feedback set

Group supplied feedback into themes, show counts by message, and keep quotations and sample limits visible.

Tested — pass

Tested with

Chat Latest

Also passed:+1

1 test case · fixed input and criteria

Latest from AI4E

Practical tests. Different perspectives. Original answers to inspect.

League

Scored tests

League standings

The same practical tasks. Shared places for equal points.

Rounds
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Models
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Checks
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Critical
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Loading published standings…

Published standings: position and movement, model and critical misses, checks passed, total points and latest round points. Statistics count checks and critical misses across all models.
#ModelChecksPts / round

Points = checks met − 2 per critical miss. Signed points: latest round. Arrows: places moved. Check and critical totals cover all models. Shared tasks only; not overall model quality.

Perspectives

Unscored comparison

Loading the latest Perspective…

Models
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Sources
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Published
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Compare models on the same dated sources, with their original answers open to inspect.

Unscored. Compare reasoning and source use; no winner or League points.

Product names and logos identify their owners. No affiliation or endorsement.

Your AI Playbook

Free member workspace

Keep the setup. Get back to the task.

Your recipes, usual tone and company details in one place. Return to a client email or weekly report with less to fill in.

  • Recipes and usual answers, together
  • Generated recipes and saved requests
  • Optional deep reasoning in helpers
  • Use the AI assistant you already have
Create free PlaybookSee what's inside

Membership is free. External AI assistants use your own accounts and plans.

Try your usual answers

Prompt previewUpdates as you type

Rewrite these notes as an email from Northwind Bakery in a warm, concise tone. Keep the request clear and preserve the facts in my notes.

Interactive example · edits stay on this page. Nothing is saved or sent to an AI.

New to AI?

Beginner pathways are being updated.

We’re refreshing the recipes in these step-by-step guides. You can start with Before You Ask while the pathways are updated.

Start with Before You Ask View all pathways