Our Methodology

How Aiden decides
what to prescribe you.

We believe you deserve to understand how a recommendation about your working life is made. Here's the thinking behind the diagnostic — what it's looking for, and why.

The Principle

Not a search.
A diagnosis.

Most AI comparison tools rank tools by features, price, or popularity. That's useful if you already know what you need. Most people don't — and that's not a failing, it's just where everyone starts.

Aiden works differently. Rather than presenting a list and asking you to choose, we ask questions about you — your work, your habits, your goals, and how you naturally operate. The premise is simple: the right AI tool isn't determined by the tool itself. It's determined by the person using it.

A journalist and a graphic designer might both benefit enormously from AI. But the right prescription for each is almost certainly different. The diagnostic exists to surface that difference — reliably, without requiring any technical knowledge on your part.

The Approach

Built on four
core principles.

The diagnostic didn't start with questions. It started with a set of principles about what a good prescription actually requires. Every question, every answer, and every result flows from these four foundations.

01
Every question must earn its place.
We only ask something if the answer genuinely changes what we might prescribe. There are no questions designed to feel thorough without adding real signal. If removing a question wouldn't change any results, it isn't in the diagnostic.
02
The whole profile matters,
not just one answer.
Your prescription is built from the pattern across all your answers — not a single defining characteristic. Someone who sits at the intersection of two strong signals gets a result that reflects both, rather than defaulting to whichever answer came first.
03
Tools are only included when
genuinely distinct.
Every tool in our pool has a specific type of user who is better served by it than by any other option. We don't include tools because they're popular or new. We include them when there's a real prescription case that nothing else covers.
04
The diagnostic is a living system,
not a fixed quiz.
AI is moving fast. Tools change, new ones emerge, and real user patterns teach us things no amount of upfront design can predict. The diagnostic is updated continuously as the landscape evolves and as we learn what actually predicts a good prescription.

"A prescription isn't just about what a tool can do. It's about whether you will actually use it — and use it well."

The Tool Pool

Eight tools.
Each one earns its place.

The current diagnostic prescribes across eight tools. Each was selected because it serves a specific type of user better than any of the others — not because it's well-known, well-funded, or well-reviewed.

We deliberately exclude tools that are too technical for the audience Aiden serves, too similar to an existing option to justify a separate prescription, or too unstable to recommend with confidence. As the landscape matures, the pool will grow — but only when a new tool creates a genuinely new prescription case.

ChatGPT
The most broadly capable tool — prescribed for professionals who need a versatile thinking and writing partner across varied tasks.
Claude
Prescribed when depth and nuance matter most — for deep reasoning, long documents, and building things from scratch.
Gemini
Built for Google Workspace. The right prescription when your work already lives in Gmail, Docs, and Drive.
Perplexity
The research tool that shows its sources. Prescribed when accuracy and verifiability are non-negotiable.
NotebookLM
Turns your own documents into a personal tutor. Prescribed for learners, students, and audio-first thinkers.
Copilot
Built into Microsoft 365. The right prescription when your work happens in Outlook, Word, Excel, and Teams.
Canva AI
For creators whose primary output is visual. Prescribed when the work is making things look good, not just writing about them.
Grok
Real-time access to X. Prescribed for journalists, analysts, and anyone whose work depends on what's happening right now.
Honest Limitations

What we
won't claim.

No diagnostic can perfectly predict the right tool for every person. Human work is too varied, and we'd rather be honest about that than oversell the system.

For most people, the result will feel clearly right. For some — particularly those whose work spans multiple categories — the top two results will be close, and both are worth exploring. That's why every prescription includes a ranked breakdown of how all eight tools scored for your specific answers.

The diagnostic improves over time
We update the question set and approach as the AI landscape changes and as we learn from real users. The version you're seeing is the best we have today — it won't be the best version we have next month.
Your result may have a close second
If your top two tools scored similarly, both are genuinely viable. The match breakdown exists so you can make that call yourself, rather than treating the prescription as the only possible answer.
The pool will grow
We currently prescribe across eight tools. As new tools mature and distinct prescription cases emerge, that number will increase. A tool not in the current pool isn't dismissed — it just doesn't yet have a clear enough case.
We don't take commercial relationships
Aiden is not paid by any AI company to recommend their tool. Prescriptions are based entirely on fit — not on partnerships, affiliate arrangements, or advertising. If that ever changes, we'll say so plainly.

See the system
in action.

Nine questions. A prescription built on your whole profile. Your result in under three minutes.

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