How to write AI prompts for real estate: six parts that work

Here is how to write AI prompts for real estate that work: give the AI six things. A role, a task, the context, your facts, the format, and one closing line that asks it to question you first. That is the whole recipe, and it works the same in Claude, ChatGPT, Gemini, and Copilot.

I'm Polly Keene, AI Trainer and Consultant and founder of Keene on AI. I spent seven years as a licensed REALTOR on a top producing San Antonio team and 15 more years in the industry working alongside agents and REALTORS. The question I hear most is which AI tool is best. My honest answer is that the tool matters far less than what you type into it. A vague ask gets a vague answer in every tool. A clear brief gets a strong first draft in every tool.

Why does the prompt matter more than the AI tool?

AI only knows what you tell it. It has never seen your listing, met your seller, or read your past emails. When a prompt leaves gaps, the AI fills them by guessing, and guesses are where generic phrases, invented details, and fair housing slips come from.

Anthropic, the company behind Claude, compares Claude to a brilliant new employee who has no context on your norms or style, and says the more precisely you explain what you want, the better the result. OpenAI gives ChatGPT users the same core advice: be clear and specific, give enough context, and refine your prompt based on what comes back.

Agents feel this gap. In a 2026 survey of 225 agents by Realtors Property Resource, 63% named accuracy as a top concern with AI, and only 48% felt confident using AI written content with clients. A clear prompt is the first step to drafts you trust.

What do Claude, ChatGPT, Gemini, and Copilot say makes a good prompt?

Each company uses different labels, but the recipe is nearly identical:

• Anthropic (Claude): be clear and direct, give context such as what the result is for and who will read it, and show examples.
• OpenAI (ChatGPT): be clear and specific, provide context, name the tone you want, and refine in rounds.
• Google (Gemini): persona, task, context, and format.
• Microsoft (Copilot): goal, context, source, and expectations.

Line those up and the same pieces appear again and again: who the AI should be, what you need, why you need it, what information to use, and what the finished piece should look like. That is good news for agents. Learn the recipe once, and it works in every tool you will ever use.

What are the six parts of a good AI prompt for real estate?

1. Role. Tell the AI who to be, and tell it who you are: your name, brokerage, and market. For example: you write MLS public remarks for a listing agent in San Antonio.
2. Task. Give it one clear job with a finish line. Write MLS remarks, not help me with my listing.
3. Context. Explain why you need it, who will read it, and where it will be used. A seller update for a nervous first time seller reads differently than one for an investor.
4. Facts. Paste in the details only you know: your notes, the MLS sheet, the client's words, the dates, and a sample of your own writing if you want the draft to sound like you. The AI cannot use what it does not have.
5. Format. Say how long, what tone, and what shape: an email under 200 words, a caption, bullets, or a table.
6. Ask me first. End with one line: ask me any questions before you start. It is the single best line you can add, because the AI asks for the details you forgot.

You will see the same labels, like role, task, and context, in prompt builder tools such as Prompt Cowboy, so what you learn here carries over.

What does a weak prompt look like next to a strong one?

Here is a weak prompt I see agents use every week:

Write a listing description for a 3 bed 2 bath in Stone Oak. Make it sound amazing.

What you get back: generic hype, invented upgrades, and lines like perfect for a growing family, which describe people instead of the property.

Here is the same request with all six parts:

ROLE: You write MLS public remarks for a listing agent in San Antonio.
TASK: Write one description for the home in my notes.
CONTEXT: This goes in the MLS and syndicates to the big home search sites, so buyers and their agents will read it first.
FACTS: [paste your notes and the MLS sheet]
FORMAT: Stay under [your MLS character limit]. Warm and specific. Lead with the strongest feature. Use only the facts in my notes. Describe the home and what is nearby, never who should buy it. No hype words like stunning or dream home.
ASK ME FIRST: Ask me anything you need before you write.

What you get back: your real features, your tone, the right length, and nothing you have to walk back. Run the strong prompt in Claude and then in ChatGPT, and both drafts will beat the weak prompt in either tool.

Where do your rules and guardrails go?

Put them in the format part, or save them once so you never retype them. Good standing rules for agents include: use only the facts I provide, describe the property and never the people, make no promises about price or timing, and list every number I should verify. In Claude you can save rules in a Project or a Skill. In ChatGPT you can save them in a Project or a custom GPT. You still read every draft before it reaches a client.

How to write AI prompts for real estate in 15 minutes of practice

1. Pick one task you do every week, like a seller update.
2. Write a prompt with all six parts. It is fine if it feels long.
3. Paste it into Claude or ChatGPT, and answer the questions it asks.
4. Read the draft out loud, and ask for one change, like shorter or warmer.
5. Save the final prompt with [brackets] for the parts that change each time.

If you want a shortcut, a prompt builder like Prompt Cowboy turns a rough idea into a structured prompt for Claude, ChatGPT, or Gemini. It does not know real estate rules, so add your facts and guardrails to what it builds.

Where to go next

Write one six part prompt this week and run it on a real task. If you want a Prompt Builder that writes and fixes prompts for any real estate task, it comes with Prompt Engineer, the first tool in The Listing Desk, my library of AI systems for listing agents. You can also keep reading in Insights, see how we can work together, or book a call.

Frequently asked questions

How do I write a good AI prompt as a real estate agent?

Give the AI six things: a role, a task, the context, your facts, the format, and a closing line that asks it to question you before it writes. The facts carry the most weight, because real details turn a generic draft into a useful one. Read every draft out loud before it reaches a client.

What are the parts of a good AI prompt?

The six parts are role, task, context, facts, format, and ask me first. Anthropic, OpenAI, Google, and Microsoft each teach a version of these, with labels like persona, goal, source, and expectations. The pieces underneath are nearly identical.

Does the same prompt work in Claude and ChatGPT?

Yes. Both tools respond to clear directions, so a strong prompt gets a strong first draft in either one. Run the same prompt in both and keep the draft that sounds more like you.

How long should an AI prompt be?

As long as the task needs. Google reported that the most successful prompts in its Gemini for Workspace beta averaged about 21 words, so a simple ask can be short. A seller update or listing description needs your facts pasted in, so it will run longer.

Why should I ask the AI to ask me questions first?

Because it fills the gaps you did not notice. When you end with ask me any questions before you start, the AI asks for the missing details instead of guessing. Guesses are where invented facts and generic phrases come from.

Should I include a sample of my own writing?

Yes, when the words need to sound like you. Paste two or three messages you wrote and ask the AI to match the style. Anthropic and Microsoft both recommend giving examples or samples in a prompt.

What is Prompt Cowboy?

Prompt Cowboy is a website that turns a rough idea into a structured prompt for Claude, ChatGPT, or Gemini, using labels like role, task, and context. It does not know real estate rules, so add your facts and guardrails to what it builds.

Should I put client information in an AI prompt?

Keep private details like full names, addresses, account numbers, and financial information out of your prompts, and follow your broker's AI policy. Use a placeholder like [Seller Name] and add the private details yourself after the draft is written.

Sources: Anthropic: be clear, direct, and detailed, OpenAI: prompt engineering best practices for ChatGPT, 9to5Google: Google's prompting guide for Gemini, and Microsoft Learn: write an effective prompt; Real Estate News: RPR survey of 225 agents, February 16, 2026. Checked October 14, 2026.