A Framework for Real Estate Agents
Teach Your AI to Work with You
How to build an onboarding document that makes any AI assistant (Claude, ChatGPT, Gemini, or others) understand your business, your voice, and your goals.
by Luba Muzichenko, San Francisco Real Estate Specialist
I started using AI in 2023.
My first use case was taking the f-bombs out of a text I'd written to another agent. Long story. Great starting point.
ChatGPT was my first tool. It could throw together a decent first draft of a listing agreement, do a passable first pass on disclosure packages (enough to know whether to toss it in the trash and tell your client to run), and it wrote a reasonably professional email when I was too annoyed to do it myself. But it couldn't do basic math. Ask for a 1,200-character description and you'd get 300 or 3,000, with no in between. It hallucinated BBQ restaurants that didn't exist. It was a beginning.
It's March 2026 now. We have choices. A lot of them. I've lost count of how many tools I've beta tested in the last two years, and I'm still finding new ones worth paying attention to.
Claude is my primary tool, and the pace of what's possible has been a little ridiculous. Just in the last week: I built this guide and published it, rebuilt my Reel script generator into a downloadable tool with six content frameworks, organized my entire Canva account, built a content calendar for a college kid I brought on as an assistant (turns out old dogs can teach youngsters new tricks), figured out how to photograph business cards and get contacts into my CRM without wanting to throw my phone across the room, set up an AI agent to help me stay on top of my Ninja Nine touchpoints, and reviewed a 1,213-page disclosure package at midnight before a client had to make a decision. I'm also working on a workflow to make real estate reviews easier for agents in the Ninja Selling system. More on that soon.
I'm also a Founding Partner in a real estate AI startup called Maira. More on that in the Bonus Tools section below, but the short version is: I wouldn't take time away from my business to put real work into something if I didn't believe it had the capacity to eventually make your whole workflow wish list come true.
This guide exists because I kept getting asked how I use AI. The honest answer is: constantly, and imperfectly, and it took a while to figure out what actually works. What I know for sure is that AI is a tool you work WITH, not one that does the work for you. It makes a lot of things faster. It does not replace judgment, relationships, or knowing your market. It just means you don't have to write the same email seventeen times.
Whether you're just starting or you've been dabbling in ChatGPT and wondering if you're missing something, this is my attempt at a practical, honest rundown. Just what I've actually learned... so far. These tools keep evolving, but if you're thinking about using them, now is the time.
-Luba
What good context gets you
- Content that sounds like you wrote it
- Market commentary specific to your city
- Recommendations that fit your budget and style
- Emails in your actual voice
- A thinking partner who remembers your goals
What no context gets you
- Generic "real estate market update" language
- Advice for any agent, anywhere
- Tool recommendations you've already tried
- Content you have to rewrite from scratch
- Repetitive onboarding in every conversation
The Framework
What to include in your onboarding document
You don't need to fill in every section to get started. The required sections matter most. Add the rest as you go.
- Your name and business name
- Brokerage and office location
- Years of experience and primary market
- One sentence on your professional philosophy
- Three adjectives that describe your tone (direct? warm? wry? analytical? irreverent?)
- Words or phrases to never use
- Real estate clichés you hate
- How formal or casual your communication is
- A sentence or two that sounds like you wrote it
- City or neighborhoods you specialize in
- Typical price range of your transactions
- Property types you focus on
- Any market nuances your city is known for
- Who your best clients are (demographics, mindset, budget)
- What they care about and how they make decisions
- Who you're moving away from, if applicable
- Revenue or transaction targets for the year
- Top 1–3 priorities right now
- What you're hiring for, if anything
- Active platforms (Instagram, LinkedIn, Facebook, YouTube)
- Blog or newsletter status
- Posting frequency and content types
- Your CRM and how you use it
- Marketing and content tools
- What you've tried that didn't work. Include this. It matters.
- Specific tools or platforms that underperformed
- Lead gen strategies that didn't convert
- Any working patterns to avoid
- Preferred response format (lists vs. prose, short vs. detailed)
- How you process information best
- Any working style or cognitive preferences worth flagging
- Time constraints or bandwidth limitations
- Designations (CRS, GRI, ABR, SRES, etc.)
- Awards or recognition
- Professional memberships and associations
- Role you want the AI to play (strategist, copywriter, ops manager, researcher, or a combination)
- How to handle requests outside your usual scope
- What to prioritize on open-ended questions
- How much to push back vs. just execute
NAME: [Your full name]
BUSINESS: [Business name, if different]
BROKERAGE: [Brokerage name and city]
MARKET: [Specific city and neighborhoods you serve]
EXPERIENCE: [Years in real estate]
WHO I SERVE: [Describe your ideal client in 2–3 sentences]
MY GOALS THIS YEAR: [1–3 specific goals]
MY VOICE: [Three words. Then what to never write.]
NEVER SAY: [Phrases or words you hate]
ACTIVE PLATFORMS: [Instagram, LinkedIn, etc.]
CRM: [What you use and how]
WHAT HASN'T WORKED: [Tools, vendors, strategies]
HOW I WORK BEST: [Response format preferences]
Using It
Where to put this document and how to use it
You have a few options, and the right one depends on which AI tool you use most often. None of these require any technical knowledge.
Three places to put your document in Claude
- User Preferences (best for everyday use): Go to Settings → Profile. Paste your onboarding document into the "Preferences" field. Claude remembers this in every conversation automatically. You never paste it again.
- A Project (best for ongoing work): Create a Project in Claude (left sidebar → New Project). Add your document as a "Project Instruction." Every conversation inside that project remembers it. Good for keeping real estate work separate from personal tasks.
- Paste at the start of a conversation: The simplest method. Copy your document, start a new chat, paste it in, and say "This is my background. Use this context for everything we discuss today."
Where to put it in ChatGPT
- Custom Instructions (best option): Click your profile icon → Customize ChatGPT → Custom Instructions. Paste into "What would you like ChatGPT to know about you?" and "How would you like ChatGPT to respond?" Applies to all conversations.
- A custom GPT (advanced): Build a dedicated real estate assistant using your document as the system prompt. More involved but worth it if you use ChatGPT frequently.
- Paste at the start of a chat: Works the same as on any other platform.
Where to put it in Gemini
- Gems (best option): In Gemini Advanced, create a "Gem" called "My Real Estate Assistant" and paste your document as the instructions. Access it any time from your Gems library.
- Paste at the start of a chat: For Gemini without Advanced, pasting your document at the top of a conversation is the most reliable method.
The universal method: works anywhere
- Save your onboarding document as a plain text file or a Google Doc.
- At the start of any AI conversation, paste it in and say: "This is my professional background. Use this context for everything we work on today."
- Proceed with your actual question or task.
What Claude Does
Claude's built-in tools, explained simply
Claude isn't just a chatbot. It has tools that let it do real work. Here is what each one does and when you would actually use it.
Claude can search the web in real time. Ask it about current mortgage rates, recent market news, or what a competitor just listed. Without this, Claude only knows what it was trained on. It has a cutoff date.
Upload PDFs, spreadsheets, photos, and documents. Claude reads them and responds based on the content. Upload a disclosure package, a market report, a floor plan, or a property photo and ask questions about it.
Claude can write and run code to do calculations, build spreadsheets, or automate repetitive tasks. You don't need to know how to code. Just describe what you need.
If connected, Claude can search your Google Drive and read documents, decks, and spreadsheets. Ask it to find last year's listing presentation or summarize a document without opening it.
Claude can read your calendar, create events, and find open time slots. Ask it to schedule a follow-up call, block time for content creation, or find a meeting time that works for multiple people.
Claude can read, search, and draft emails in Gmail. Give it context and it writes follow-up emails, buyer update messages, or listing pitch responses, in your voice, not generic real estate language.
Claude can search for businesses, schools, transit, and points of interest and display them on a map. Useful for building neighborhood guides or answering client location questions.
If your Canva account is connected, Claude can generate presentations, social posts, and flyers. Describe what you need and it builds a starting point in Canva for you to customize.
Claude can create files you download and keep: blog drafts, property descriptions, email templates, spreadsheets. Think of it as Claude creating a finished document, not just a response in the chat window.
Claude can save facts about you across sessions: your brokerage, preferences, ongoing projects. Combined with your onboarding document, this builds a persistent working relationship rather than starting from zero every time.
For complex questions, Claude runs extended research across many sources and produces a structured report. Useful for competitive analysis, neighborhood deep-dives, or researching a specific property's history.
Claude can search your conversation history to find something you worked on together: a draft you started, a strategy you discussed, or notes from a previous session.
Worth knowing: Most of these tools are off by default and need to be turned on in Settings, or connected through the integrations menu. Connecting Gmail and Google Drive takes about two minutes each and dramatically expands what Claude can do for you without extra effort on your part.
What the Others Do
ChatGPT, Gemini, and Perplexity
These are my opinions, based on actual use. Not a press release.
Still a solid first stop for drafting, quick Q&A, and general writing. The image generation (DALL-E) is genuinely good. For real estate, it handles listing copy, client emails, and document summaries reasonably well. The caution: it still hallucinates with confidence. Verify before you share anything with a client. Always.
Gemini earns its place because of how deeply it integrates with Gmail, Google Drive, Google Calendar, and Google Docs. If you live in those tools, it can read and work inside them natively. It also creates images well through Nano Banana, Google's own image generator. Let Google have that win. As a general writing partner, it's not as strong as Claude, but as an assistant for your administrative layer, it's useful.
A search engine with AI layered on top. When you need current, cited, real information, Perplexity is often better than asking Claude or ChatGPT directly. It pulls from live sources and shows you where information came from. Good for market context, neighborhood background, or anything where accuracy matters more than conversation or a strategic partner.
Bonus Tools
The ones that don't make the headlines
These are tools I've actually used, tested, or built. Not a sponsored list.
Getting Started
The fastest path to a working document
You don't need to write everything at once. Here's the minimum viable version to complete in the next 20 minutes.
Fill in the starter template
Use the template in the Outline section above. Focus on: your name and market, your ideal client, your voice (including words you hate), and your goals this year. Five minutes of real answers beats a polished hour of vague ones.
Paste it into Claude's User Preferences
Go to Claude.ai → Settings → Profile → Preferences. Paste your document. Two minutes, and every conversation from now on starts with Claude understanding who you are.
Test it with a real task
Ask Claude to write a short social post about something happening in your market right now. Does it sound like you? Is it specific to your city? If not, add more voice details to your document.
Add to it as you go
Every time Claude gives you a wrong recommendation (the wrong tone, a tool you've tried, a strategy that doesn't fit), add a line to your document. Most agents have a strong working version within two weeks.
The document that's 80% right and in use today
is worth more than the perfect one you haven't written yet.
Common Questions
Frequently Asked Questions
How do real estate agents use AI in their business?
The agents getting real results are not just using AI to write captions. They have given it context: their market, their voice, their clients, and what they have already tried. An onboarding document does that once, and the difference in output quality is immediate. Generic questions get generic answers. Specific context gets specific, usable work. AI handles the repetitive administrative layer so agents can spend more time on relationships and less time on paperwork.
What is an AI onboarding document for real estate agents?
An AI onboarding document is a plain-language text file that tells your AI tool who you are, how you work, and what you need from it. It covers your market at the neighborhood level, your voice and writing style, your ideal client, your current business goals, and what not to recommend. You paste it into your AI tool once and every future interaction becomes significantly more useful. Think of it as a first-day briefing for an assistant who never forgets anything.
Which AI tool is best for real estate agents in 2026?
Claude is the strongest for writing, research, and strategic thinking, with deep integrations into Google Drive, Gmail, and Calendar. ChatGPT is solid for general drafting and image generation. Gemini is best if you live inside Google Workspace. Perplexity is the right choice when you need cited, current information you can point to. The honest answer: the tool matters less than the context you give it. A well-built onboarding document makes all of them better.
Can AI write real estate listing descriptions and marketing content?
Yes, and it does it well once it understands your voice and market. Property descriptions, social media posts, email follow-ups, blog posts, newsletter copy, and buyer or seller guides are all well within what AI can produce at a high level. The key is giving it your actual voice rules, your Fair Housing awareness, and specific details about the property and neighborhood. Without that context, the output sounds like every other agent. With it, it sounds like you.
Will AI replace real estate agents?
No. The framing is wrong. AI does not replace the judgment, relationships, negotiation instincts, or hyperlocal knowledge that make a great agent irreplaceable. What it does is eliminate the administrative and repetitive work that consumes hours every week. Agents who use AI well will have more time for clients, more capacity to take on transactions, and a distinct edge over agents who do not. The risk is not that AI replaces you. The risk is that an agent using AI effectively outcompetes you for the same client.
Where do you put an AI onboarding document in Claude?
Go to Claude.ai, then Settings, then Profile, then Preferences and paste your document there. Claude applies this context automatically in every conversation so you never have to repeat yourself. You can also create a Project and add it as a Project Instruction if you want a dedicated workspace for real estate work, separate from personal tasks.
What AI tools do San Francisco real estate agents use?
San Francisco agents working at the leading edge are using Claude for writing, strategy, and research, ChatGPT for quick drafts and image generation, Gemini for Google Workspace integration, Perplexity for current market research, and tools like Plaud for recording and transcribing client calls, Cloze for CRM with built-in AI, and HeyGen for video content. The common thread is not the tools themselves but the systems agents have built around them.
Questions about building your own system? Luba Muzichenko is a San Francisco real estate agent with 20 years of market experience. Reach her at luba@lubasf.com or lubasf.com.