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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
29
reviewed guides
with published tests
3
with published tests
launch in your AI
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launch in your AI

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 29 recipes and filters

Featured recipes

Research & Learning

BeginnerYour task: 5–10 minutes

Plan practice around the time you actually have

Create a short study-and-practice plan using your starting point, available sessions and constraints, with a smaller milestone when needed.

Reviewed AI-assisted guide

Suggested starting tool

Any compatible AI assistant

Writing & Editing

BeginnerYour task: 5–10 minutes

Turn a shared memory into a gift story

Shape your supplied memories into a short personal story for a card or gift booklet. Keep real events separate from any invented framing you explicitly permit.

Reviewed AI-assisted guide

Suggested starting tool

Any compatible AI assistant

Business Automations

IntermediateYour task: 5–10 minutes

Write a weekly update from a small metrics table

Turn a supplied two-period metrics table into a short update with explicit calculations, definitions and data gaps.

Tested — pass

Tested with

Chat Latest4s

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