How to Ask for What You Actually Want

“Could you please clarify what you mean by ‘normal’?” Data, probably, in every episode

An 8-bit pixel art rendering of Data from TNG, head tilted slightly, asking a question.

This is the most important chapter in the book. The difference between a frustrating conversation with your Agent and a genuinely useful one almost always comes down to how the question was asked.

Most people ask questions the way they type them into Google: short, keyword-heavy, no context. That works for search engines, which are matching your words to documents. It does not work for your Agent, which is trying to understand your situation. Your Agent does not guess at what you mean. It answers what you asked. Ask a vague question, get a vague answer.

The good news: getting specific is a learnable skill, and this chapter gives you a template that works for virtually every situation in this book.

The Core Template

I am [who you are in this situation].
I need [what you want to accomplish].
Here is the situation: [the specific facts].
I want to avoid [the outcome you’re worried about].
Please give me [the format you need: a letter, a list, an explanation, options].

You do not need to use these exact words. But every good spec — the wider world calls this a “prompt” — has these five elements somewhere in it. Here is the same template applied to a real situation:

I am a tenant whose landlord has not fixed a leaking roof for six weeks
despite two verbal requests. I need to send a formal written notice
before I can pursue any other options. The leak is in my bedroom ceiling
and has damaged a lamp I own. I want to be firm without being aggressive,
because I plan to renew my lease if this gets resolved. Please write me
a one-page demand letter in plain language.

Compare that to: “Help me write a letter to my landlord.”

Both take seconds to type. The first one produces something you can actually send.[1]

Give Context First, Question Second

Your Agent reads your entire message before it starts answering. Front-load the context. Put your question at the end, after it has everything it needs to answer well.

Ask for a Specific Format

If you need a list, ask for a list. If you need a letter, ask for a letter. If you need someone to explain something in plain language, say “plain language.” If you need step-by-step instructions, ask for numbered steps. Your Agent will default to prose paragraphs if you don’t specify.

Show It What You Want

Sometimes the easiest way to describe what you need is to show an example. Paste in a version of the kind of output you want — even a rough one — and say “like this.” Your Agent will match the structure, tone, and level of detail.

This works for anything. If you want a comparison table, sketch a two-row version and ask for the full thing. If you want plain-language bullet points instead of paragraphs, write one bullet and say “do the rest like this.” If you need a letter in a particular tone, paste a letter you liked and say “match this style.”

Here is an example of the kind of summary I want:

“Your plan covers 80% of lab work after your $500 deductible. This bill is for the 20% copay on a $340 test. You owe $68. This is correct and not worth appealing.”

Now do the same thing for this EOB: [paste the EOB]

One good example communicates format, reading level, length, and tone — all at once. It does the work of a whole paragraph of instructions.

Ask for Options, Not Just Answers

When you are making a decision, ask for options rather than a single recommendation. Your Agent does not know your full situation. Asking for three options and asking it to explain the tradeoffs of each gives you better material to work with than asking “what should I do?”

I’m trying to decide whether to repair or replace my 12-year-old
dishwasher. The repair quote is $340. Can you give me three ways
to think about this decision, with the tradeoffs of each?

When the First Answer Isn’t Enough

Your Agent answered. It was fine. It was also too general, or it missed the part you actually cared about. This is normal. The fix is not a better first spec — it is a better second one.

A good follow-up question has three properties: it is open-ended (not yes-or-no), it is anchored in something the Agent already said, and it does not lead the witness. Here are the techniques that work, in order of how often you will use them.

Echo back, then ask. Pick a word or phrase from the Agent’s answer and repeat it as a question. If the Agent says “this depends on your specific plan,” respond: “Specific plan — what do you need to know about my plan to give me a better answer?” Use their words, not a synonym. Swapping in your own word changes the frame.

Pull one thread. The Agent gave you a paragraph with six things in it. Pick the most concrete detail and ask it to go deeper on that one: “You mentioned the 60-day appeal window — walk me through exactly what I need to do before that deadline.” Pick the specific noun, not the interesting abstraction.

Ask for the version you actually need. If the Agent’s answer assumes a situation you are not in, say so: “That advice assumes I own the house. I’m a renter. What changes?” Or: “That’s helpful if I had six months. I have two weeks. What’s the realistic version?”

Ask why. But not like that. The word “why” can sound like a cross-examination. Instead: “What’s driving that recommendation?” or “What would happen if I didn’t do that?” Same question, less heat.

Ask for a comparison. When the Agent’s answer feels too generic to act on, give it a reference point: “How is this different from a standard HMO?” or “Compared to the national average, where does this number fall?” Comparison forces specificity the way absolute description does not.

Ask it to check its own work. After a detailed answer, say: “Now review what you just gave me. What did you get wrong, oversimplify, or leave out?” Your Agent will often catch its own mistakes — a missed deadline, a clause it glossed over, an assumption it made about your situation. This is not a sign the first answer was bad. It is a second pass, the same way you would reread an important email before sending it.

These techniques work on your Agent. They also work on your doctor, your lawyer, your contractor, and your teenager. The skill is the same everywhere: listen to what was said, find the gap, and ask the question that fills it.

Ask for the Conservative Answer When Stakes Are High

For medical, legal, and financial questions, add: “Please give me the most cautious, conservative answer. I would rather over-prepare than under-prepare.” This adjusts the response away from edge cases and toward the safest reasonable interpretation.[2]

The Calibration Question

After any important answer, ask: “How confident are you in this, and what should I independently verify?” Your Agent will tell you where its answer is reliable and where you should double-check with a professional or a primary source. This is not a sign of weakness in the tool. It is the most useful question in the book.

When a Question Is Too Big for One Spec

If your question has multiple parts — “I need to understand my lease, figure out if my landlord violated it, and draft a letter” — ask about each part separately. One question per message. Your Agent handles a focused question better than a sprawling one, the same way a contractor gives you a better answer about the roof when you are not also asking about the plumbing and the fence.

This also makes it easier to catch mistakes. If the Agent gets Part 1 wrong, you can fix it before it uses that wrong answer to build Part 2.

When to Start a New Conversation

Your Agent remembers everything within a single conversation but nothing between conversations by default. Long conversations drift. After enough back-and-forth, your Agent starts to lose the thread — it gives vaguer answers, forgets details you mentioned earlier, or repeats itself. This is not a defect. Every conversation has a limited working memory, and eventually you fill it up.

Signs it is time to start fresh: The Agent contradicts something it said earlier. It gives a generic answer to a specific question. It stops referencing the details you provided at the beginning. It starts hedging more than it did at the start.

How to carry context forward: Before you close the old conversation, ask: “Summarize everything we’ve discussed and every decision we’ve made, in a format I can paste into a new conversation.” Then open a new conversation, paste that summary at the top, and continue. You lose nothing. You gain a fresh start.

If you are working through a complex problem over multiple sessions, start each new session with a one-paragraph summary of where you left off. Think of it like clearing a cluttered desk — the papers are filed, not thrown away.

  1. [1] The principle at work here is specificity in communication, which is consistently associated with better outcomes in any helping relationship — from therapy to management consulting to medical intake. See Lambert, M.J. (ed.) (2013). Bergin and Garfield’s Handbook of Psychotherapy and Behavior Change (6th ed.). Wiley. Vague requests produce hedged, general responses. Specific requests produce specific, actionable ones.

  2. [2] Kahneman, D. (2011). Thinking, Fast and Slow. Farrar, Straus and Giroux. The research on System 1 and System 2 thinking is directly relevant here: high-stakes decisions benefit from the deliberate, effortful processing that a well-written spec encourages, counteracting the fast, intuitive — and error-prone — thinking that characterizes stressed decision-making.

  3. [3] Berliner, D.C. (1988). “The development of expertise in pedagogy.” Charles W. Hunt Memorial Lecture, American Association of Colleges for Teacher Education.