Sellers choose the agent who demonstrates market knowledge. A polished market report does that — but creating one from scratch takes hours. AI cuts that to minutes.

The Market Summary Prompt

Prompt:

Write a one-page market summary for [neighborhood/city] real estate. Use this data:

• Median sale price: $[X] (up/down [X]% from last year)
• Average days on market: [X]
• Active listings: [X]
• Months of inventory: [X]
• List-to-sale price ratio: [X]%

Format: 3 paragraphs. First paragraph: overall market conditions (buyer’s/seller’s/balanced). Second: what this means for sellers specifically. Third: forecast for the next 3-6 months. Tone: confident local expert. No jargon — write for homeowners, not agents.

Where to get the data: Your MLS, Redfin Data Center, or Realtor.com local market pages. AI can’t look up current market data — you provide the numbers, it writes the narrative.

CMA Cover Letters

A CMA is numbers. The cover letter is what makes it persuasive.

Prompt:

Write a CMA cover letter for a homeowner at [address]. Their home is a [beds/baths/sqft/key features]. Based on comparable sales, the suggested list price range is $[X] - $[Y]. Tone: professional, confident, not pushy. Include: why this price range is strategic, how their home compares to recent sales, and what market conditions favor their timing. Under 250 words.

Neighborhood Guides

These work as listing presentation leave-behinds and blog content.

Prompt:

Write a neighborhood guide for [neighborhood] in [city]. Include: location and boundaries, housing stock (typical home types and price ranges), schools, dining and shopping highlights, parks and recreation, commute times to [downtown/major employer], and what type of buyer this neighborhood attracts. Tone: enthusiastic but factual. Under 500 words.

Monthly Market Email

Stay top-of-mind with your database by sending a monthly market update.

Prompt:

Write a monthly market update email for [city/area] real estate. Data: [paste your key stats]. Include: a 2-sentence summary of what happened this month, 3 key takeaways with bullet points, one tip for buyers and one for sellers, and a soft CTA to reach out with questions. Tone: helpful neighbor, not salesperson. Under 200 words.

Send this to your entire database. It positions you as the market expert and gives people a reason to reply.

Listing Presentation Scripts

Prompt:

Write talking points for a listing presentation. The homeowner’s main concern is [pricing / timeline / competition / condition of home]. Include: 3 data points that address their concern, a comparison to a relevant recent sale, and a confident closing statement about why now is the right time. Bullet point format, not a script — I want to sound natural, not rehearsed.

Tips for Better Output

Always provide real data. AI will make up statistics if you don’t give it numbers. Every market claim should come from your MLS or a verifiable source.

Localize it. Add neighborhood names, street references, and local landmarks. “Close to the new Whole Foods on Main Street” is more convincing than “close to shopping.”

Brand it. After AI generates the text, add it to a branded template in Canva or your brokerage’s marketing platform. A well-designed one-pager with your headshot and contact info turns AI text into a professional leave-behind.

Update monthly. Create one master prompt with your market data placeholders. Each month, update the numbers and regenerate. Five minutes for a fresh market report every month.

The agents winning listings aren’t necessarily better at sales. They’re better at preparation. AI makes thorough preparation the default, not the exception.