Pre-consultation questionnaires: how AI prepares a first intake before my client arrives

When I started practicing naturopathy, I opened every session with a paper questionnaire and a notebook. I asked questions for forty minutes, took notes on the fly, missed pieces. In the evening I would reread, rebuild, think it through. A ninety-minute session often took as long in preparation and write-up.

Today, when a client books, they fill in a structured questionnaire beforehand. While they answer, I do nothing. And before our session, AI has prepared a clean summary for me, filed by domain. I start the session with an overview, and I keep my full attention for the person.

The problem

A naturopathy session handles a lot of information. Personal history, family background, diet, sleep, digestion, cycle, stress, work, environment. If you want to offer serious support, you cannot skip any of it.

Asking all of that live drains the energy you should put into listening. The person repeats things they have already said to others. They tell their story out of order, because that is how memory works. I run after, I note, I rewrite. The value of the moment is the meeting, not the data collection.

I also noticed that many people arrive at a session without really having taken the time to sit with these questions at home. Discovering them out loud, under pressure, they answer poorly. Not out of bad faith. The format does not help.

What I set up

A structured online questionnaire, relayed by a summarization pipeline.

A progressive questionnaire. Several steps, each short. Personal history. Current symptoms, with an intensity scale. Daily habits. Emotional and professional context. Each step takes a few minutes, and the person can fill it in in two sittings if needed. The format respects their pace.

An automatic summary. As soon as the questionnaire is submitted, Claude reads every answer and produces a structured summary. What I call a first clinic intake. It does not diagnose. It organizes. It groups symptoms by broad families, flags internal inconsistencies in the story, and highlights points worth exploring in conversation. The summary fits on two pages, in my format.

A document ready at session opening. I receive the summary in my workspace, as a PDF. I read it ten to fifteen minutes before the appointment. I have my hypotheses, my priority questions, I know how to enter the conversation. I no longer waste time rebuilding.

The result

The first benefit is for my client. They arrive in a space where they were heard before speaking. Where their story has already been taken seriously. Where I do not ask them to repeat the obvious. Several told me the same sentence: "I felt recognized before we even started the video." That is precious.

The second is the quality of my session. I move from a saturated listening to a fine listening. I can focus on nuance, silences, what is not said but felt. That is where naturopathy shows its value. Not in collection, in listening.

The third is the write-up time. I used to spend thirty to forty minutes after each session putting things in order. Today I spend ten, because the base is already there, and I only add what came up in conversation.

How you can replicate this

This applies to any profession where you must welcome someone's story before intervening. Coach, therapist, trainer, advisor, doctor, osteopath. Anywhere the quality of your work depends on the quality of incoming information.

Think of the questionnaire as a gift, not a filter. Your client is not sitting a test. They are organizing their own story. Ask questions that help them understand themselves, not just ones that serve you.

Be strict on privacy. This information is sensitive. Choose a tool that stores it in Europe if you can, with serious encryption. Never let that data flow in plain text through chains of tools you do not control. In bold in my head: trust, in health, is everything.

Write your summarization prompt with a peer in your field. Not so they draft it for you, but so they help you define what a good summary contains and what it must exclude. Explicitly forbid the AI from proposing a diagnosis or a treatment. Non-negotiable. AI organizes. You care for people.

If you want to set up this kind of system for your practice, I can help you build it without the traps.

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