Write Better Prompts, Get Better Results
Why This Matters
Right now, your AI workflow looks something like this: you finish a client call on Zocks, copy the raw transcript, paste it into ChatGPT, and type something like "summarize this" or "help me write a follow-up email." Sometimes you get something usable. Sometimes you get a generic wall of text that sounds nothing like you. Either way, you end up rewriting half of it — which defeats the purpose.
The problem is not ChatGPT. The problem is that ChatGPT has no idea who you are, who your clients are, what compliance rules you follow, or what "good" looks like in your world. When you give it vague instructions, it gives you vague output. Garbage in, garbage out.
Structured prompting fixes this. Instead of hoping for the best, you tell ChatGPT exactly what role to play, what context it needs, what format to use, and what guardrails to follow. The difference is dramatic — and it only takes about 30 extra seconds per prompt.
This guide covers four rules that will transform every interaction you have with AI. They work in ChatGPT, Claude, Copilot, or any other tool. Once you internalize them, you will never go back to "summarize this."
The 4 Rules
Every great prompt has four ingredients. You do not need to memorize a formula — just ask yourself these four questions before you hit Enter.
Set the Role
Tell the AI who it is. "You are a senior financial advisor's assistant specializing in first-responder retirement planning." This single sentence changes the vocabulary, tone, and depth of every response. Without it, you get generic advice. With it, you get output that sounds like it came from someone who actually works in your office. Think of it like hiring a temp — you would not hand them a task without telling them what their job is first.
Give Context
Share the relevant background. Who is the client? What was the last meeting about? What is the client's risk tolerance? What products are on the table? The more specific you are, the more relevant the output. You do not need to share everything — just the pieces that matter for this particular task. For a follow-up email, that might be the client's name, the key discussion points, and whether there are any open action items. For meeting prep, it might be the client's portfolio summary and life events from the last 12 months.
Specify the Format
Tell the AI exactly what the output should look like. "Give me a bullet-point brief with these sections: Client Summary, Key Concerns, Talking Points, Action Items." Or: "Write a 3-paragraph email, warm but professional, under 200 words." If you do not specify format, the AI will guess — and it usually guesses wrong. It might give you an essay when you wanted bullets, or a novel when you wanted three sentences. Be explicit. If you have a template you like, paste an example and say "follow this format."
Add Guardrails
This is the one most people skip, and it is the most important for financial advisors. Guardrails tell the AI what NOT to do. "Do not provide specific investment recommendations. Do not quote returns or performance numbers unless I provide them. Always include a disclaimer that this is a draft for advisor review." These are your compliance safety net. They prevent the AI from generating content that could get you in trouble with FINRA, New York Life compliance, or your E&O insurance. Build them into every prompt, or better yet, build them into your ChatGPT Project instructions so they apply automatically.
Before & After
Here are five real scenarios from your workflow. Each shows the typical "quick and dirty" prompt on the left and a structured version on the right. Notice how the structured version is not longer — it is just more specific.
1. Meeting Prep
I have a meeting with a client tomorrow. Here are my notes from last time. Can you help me prepare? [pastes raw Zocks transcript]
You are a senior financial advisor's assistant specializing in first-responder retirement planning. I have a review meeting tomorrow with a police sergeant, age 47, 18 years on the force. He has a PERS pension, a 457(b) through the department, and a whole life policy through New York Life. Using the meeting notes below, create a prep brief with these sections: - Client snapshot (3 bullets) - Key concerns from last meeting - Talking points for tomorrow - Open action items - Compliance flags (if any) Do not include specific investment recommendations or quote projected returns. MEETING NOTES: [pastes Zocks transcript]
2. Email Reply
Help me reply to this email from a client who wants to know about their life insurance options. [pastes email]
You are drafting an email reply for Christine Parman, CFP, a financial advisor at New York Life who works primarily with first responders. The client is a firefighter asking about converting his term policy to whole life. He is 40, married, two kids, and his term policy expires in 5 years. Write a warm, professional reply (under 150 words) that: - Acknowledges his question - Suggests scheduling a 30-minute review - Mentions that conversion options depend on his specific policy terms - Does NOT quote premiums, rates, or guarantees - Ends with a clear next step Tone: conversational, not salesy. Sign off as "Christine." CLIENT'S EMAIL: [pastes email]
3. Client Research
Tell me about 457(b) plans.
You are a financial planning researcher assisting a CFP who advises first responders. A police detective (age 52, planning to retire at 55) wants to maximize her 457(b) contributions in her final 3 years. She is already maxing out the standard limit and wants to know about the special 457(b) catch-up provision. Create a research brief covering: - Standard vs. special catch-up limits for 2026 - Eligibility requirements for the 3-year catch-up - How it interacts with age-50 catch-up - Key differences from 403(b)/401(k) catch-up - Common pitfalls advisors should flag Format: bullet points with section headers. Include a note at the end that specific limits should be verified against current IRS guidance before presenting to the client.
4. Compliance Check
Is this email okay to send to a client? [pastes draft email]
You are a compliance reviewer familiar with
FINRA communications rules (Rule 2210),
New York Life advertising guidelines, and
SEC marketing rule (206(4)-1).
Review the email draft below for potential
compliance issues. Specifically check for:
- Promissory language ("guaranteed," "will
earn," "risk-free")
- Unsubstantiated claims or projected returns
- Missing fair-balance disclosures
- Testimonial or endorsement issues
- Anything that could be construed as a
specific investment recommendation
For each issue found:
1. Quote the problematic text
2. Explain which rule it may violate
3. Suggest compliant alternative language
If no issues are found, confirm the draft
appears compliant but note this is not a
substitute for official compliance review.
DRAFT EMAIL:
[pastes email]
5. Portfolio Discussion Prep
Look at this portfolio and tell me what you think. [pastes account data]
You are a portfolio analysis assistant for a CFP who specializes in first-responder financial planning. Below is a summary of a client's investment accounts. The client is a 50-year-old fire captain, 5 years from retirement, moderate risk tolerance, with a PERS pension covering 60% of his salary. Create a discussion prep document: - Asset allocation summary (table format) - Concentration risks (any position over 10%) - Bond/equity ratio vs. typical pre-retiree - Questions to ask the client - Items to review before the meeting Important: - This is for advisor prep only, NOT for the client - Do not make specific buy/sell recommendations - Flag any data that looks incomplete or inconsistent - Include a disclaimer: "AI-generated analysis for discussion purposes. Verify all figures against custodian statements." ACCOUNT DATA: [pastes portfolio summary]
Try It Now
Do not just read this guide — use it. Right now. Pick one of these three exercises and do it before your next client interaction.
Rewrite Your Last Prompt
Open ChatGPT and find the last prompt you typed. Rewrite it using the 4 rules: add a role, give context, specify the format, and add at least one guardrail. Compare the new output to the old one. You will see the difference immediately.
Prep Tomorrow's Meeting
Take the meeting prep "After" example above and customize it for your next actual client meeting. Paste in real Zocks notes (or your own summary). Use the brief it generates as a starting point for your prep.
Build a Reusable Template
Take any "After" example that matches something you do regularly. Save it as a note on your phone or a text file on your desktop. Next time you need it, paste it in and just swap out the client details. Even better — put it in a ChatGPT Project so you never have to paste it again.
What's Next
Now that you know how to write structured prompts, make them permanent. The ChatGPT Projects guide shows you how to organize your clients so the right context loads automatically. Then check out the Templates page for pre-built prompts you can copy and paste in 60 seconds.