How to Use AI for a Local Market Report
A real estate agent can build a local market report with AI in about 20 minutes. But only if you bring the numbers. AI has no idea what is happening in your market. Feed it real data and it becomes a capable writer. Give it nothing and you get fiction.
Why AI gets market reports wrong on the first try
Think of AI like a new assistant on their first day. Eager, fast, good with words. Zero local knowledge. If you walk in and say “write me a market update for Gilbert,” they will make something up that sounds reasonable and is almost entirely useless.
That is not a knock on the tool. It is just how it works. AI models are trained on old data. They do not have a live feed to your MLS. So when you ask it to write a market report without giving it current numbers, it fills in the gaps with whatever it has, which could be months or years out of date.
The fix is simple. You bring the data. AI turns it into sentences.
The six numbers worth pulling before you open AI
You do not need a spreadsheet. You need six data points from your MLS or preferred market tool. Pull them for the specific area you cover, and write them down.
- Active listings. How many homes are for sale right now.
- New listings. How many came on the market in the last 30 days.
- Months of supply. At the current pace of sales, how long would it take to sell everything active. Under three is a seller’s market. Above six leans toward buyers.
- Median sale price. The middle of the range, not the average. Averages get skewed by one big sale.
- Average days on market. How long homes are sitting before going under contract.
- Number of price cuts. How many active listings have had at least one price reduction.
Six numbers. That is the whole data set. Ten minutes in your MLS.
Forward Loans
What do you want help with?
Forward Loans NMLS #2006640. Michael Creel NMLS #420674.
How to write the prompt so AI actually helps
Copy and paste your numbers into the chat. Then write a prompt that tells AI exactly what you want out the other end.
Here is one that works:
"I am a real estate agent in [city]. Here are the current market stats for [neighborhood or ZIP code]. Write a short, plain-language market update I can send to clients. Keep it under 200 words. No jargon. No predictions. Stick to what the numbers show."
Then paste your six numbers right underneath it.
What you get back will be a clean, readable paragraph your clients can actually understand. Read it once before you send it anywhere. Change anything that sounds off or does not match what you know about the area. Add one sentence from your own experience if you have it. That sentence is worth more than anything AI wrote.
A rounded number beats a vibe every time
Here is an example of why the data matters.
Say your market had around 800 active single-family listings a couple of years ago in a normal spring. This spring you pull the same area and see 1,400. That single comparison tells your client something concrete: there is a lot more to choose from than there used to be, and sellers are competing harder for buyers. You do not need a forecast or a hot take. The number does the work.
Compare that to a market update that just says "inventory is up and buyers have more options." Both statements are true. One of them ends a question. The other starts a new one.
Real numbers are what I call a truth serum. A client who has been sitting on the fence waiting for the right time has a much easier conversation when you put a specific figure in front of them versus a vibe. This is part of what I cover in more detail over at the AI for Realtors guide if you want the broader picture.
Always verify before you publish
Read what AI gives you against the numbers you pulled. Line by line.
AI sometimes does math wrong. It sometimes rounds in a direction that changes the meaning. It occasionally misinterprets a number you gave it, especially if your prompt was not perfectly clear. None of this is catastrophic, but it is your name on the report, not AI's.
Two-minute check: does every sentence in the output match a number I actually gave it? If yes, you are good. If no, fix it before it goes anywhere.
This is also where your local knowledge earns its keep. AI does not know that the new light rail stop is two blocks from that neighborhood. It does not know the school that just got a rating bump. You do. Drop that in. One or two sentences. That is the part nobody else can copy.
One report, three formats
Once you have a clean 200-word market update, you have the raw material for three separate pieces of content. You do not need to write anything new. Just ask AI to reformat what you already approved.
Social post. Ask AI to pull two or three of the strongest stats and write a 50-word caption you could post with a graphic.
Email. Ask AI to turn the update into a short email with a subject line, a two-paragraph body, and a one-line close that invites a reply. You verify it. You add your name and contact info.
Video script. Ask AI to write a 60-second script you can record on your phone. Conversational tone, plain language, the same numbers. You read it once, record it, done.
Three formats from one data pull. The data stays the same in all three. The shape changes to fit where it is going.
Frequently asked questions
Can I just ask AI to pull the market data for me?
No. AI does not have access to your MLS and its training data has a cutoff date, so any numbers it generates without a source are either outdated or fabricated. You pull the numbers from your MLS or a market tool you trust, paste them into the chat, and then let AI write around the data you gave it.
How often should I do this?
Monthly is enough for most agents. If you cover a fast-moving area where things shift week to week, you could do it every two weeks. The cadence matters less than the consistency. Clients who get a market update from you every month will start expecting it, and that is a good problem to have.
Which AI tool should I use?
Any of the major ones work for this: ChatGPT, Claude, Gemini. The output quality for a task this structured is close enough across all of them that the tool is not the deciding factor. What matters is the quality of the data you bring and how clearly you write the prompt. Start with whatever you already have access to.
Do I need to disclose that AI helped write it?
Check with your broker on your office's specific policy. General guidance: you are responsible for everything you publish under your name, AI-assisted or not. Verifying the numbers and adding your own judgment is not optional. It is how you stay accountable for what goes out.
My market report sounds generic even after I add my numbers. What am I missing?
Add context in the prompt. Tell AI your city, the type of buyer you typically work with (first-time, move-up, investor, etc.), and one thing you observed personally this month. The more specific your input, the less generic your output. Also add one sentence in your own words at the end. That always helps.
What if the numbers I pull are boring and nothing is really happening in my market?
That is the report. "Nothing dramatic is happening" is useful information. Buyers who have been waiting for a crash want to know that prices have held flat for three months. Sellers want to know that days on market ticked up slightly. Stability is a data point too. Write it plainly and send it.
Pull six numbers. Write one prompt. Verify the output. Reformat into three pieces. That is a repeatable process you can run every month in under 30 minutes. Your edge is not that you have AI. Everyone has it. Your edge is that you actually know your market, and you are the one who shows up with the numbers.