Here’s the short version: one estate agent spent three months testing prompts and shared five of the best ones for free. They’re tight, specific, and actually produce usable copy.
Let’s break down what’s in here and why it works.
What You’re Getting
Five prompts covering the core tasks agents deal with every week:
- 📋 Property listing descriptions (with a cliché ban baked in)
- Cold outreach letters to homeowners who haven’t listed
- Fee objection responses that hold the line without discounting
- A 4-week Instagram content calendar
- Viewing feedback summaries with vendor recommendations
Each one has word limits, a defined tone, and a clear output format. That’s not accidental. That’s what separates prompts that work from ones that produce slop.
Word limits matter more than most people realize. When you tell a model “under 150 words,” you’re forcing it to prioritize. Without that constraint, you get bloated copy that says the same thing four different ways. The estate agent figured this out through repetition, not theory. Three months of running the same tasks, adjusting one variable at a time, and keeping what worked. That’s real prompt research, not a Twitter thread someone wrote in 20 minutes.
The cold outreach prompt is worth paying attention to specifically. Reaching out to homeowners who haven’t listed is one of the hardest tasks in the business because you’re interrupting someone who didn’t ask for contact. Getting the tone wrong means immediate delete. The prompt accounts for this by specifying not just what to say but how to frame the reason for reaching out. That context, baked into the prompt itself, is what keeps the output from sounding like a generic sales letter.
The Line That’s Doing the Most Work
The listing prompt tells the model to avoid words like “stunning” and “spacious.” One commenter called it out immediately. They’re right.
Most AI property descriptions are template mush because nobody told the model what to avoid. Banning specific clichés upfront forces it to actually write. This is a pattern worth stealing for any copy prompt you build: don’t just describe what you want, tell it what you don’t want.
Think about how often AI copy lands flat and you can’t quite explain why. Nine times out of ten, it’s because the model defaulted to the safest, most common phrasing for that type of content. It learned from thousands of property descriptions that call kitchens “sleek” and gardens “sun-drenched,” so that’s what it reaches for first. The only way to break that pattern is to explicitly block the defaults. Add a line like “avoid the following words” and then list them. You’ll immediately notice the output trying harder to find language that actually describes the specific thing in front of it.
This principle applies well outside real estate. Email subject lines that feel generic? Ban words like “exciting” and “opportunity.” LinkedIn posts that sound like everyone else’s? Ban “thrilled to announce” and “game-changing.” The constraint creates the quality.
🎯 Use Cases
- Estate agents who need polished copy fast, without a copywriter on the payroll
- Anyone doing property marketing who’s tired of generic AI output
- Founders or consultants who want a real example of what a niche prompt library looks like
That third use case is the one most people in this audience will find most valuable. The real estate context is almost beside the point. What this agent actually built is a structured system for converting repeating professional tasks into reusable, testable prompts. The niche is property. The method works everywhere. If you run any kind of service business, you have your own version of these five tasks sitting in your head right now. The question is whether you’ve taken the time to write them down with enough specificity that a model can execute them reliably.
Prompt of the Day
The fee objection handler is the sleeper here:
Write a response to a vendor who said ‘your fee is higher than [competitor].’ My fee: [%]. Competitor: [%]. Address it without discounting. Focus on value and results. Under 120 words.
Swap estate agent for your own field and this works for any service business dealing with price pressure. The whole strategy is in four words: “without discounting.” That constraint forces the model to argue on value, not panic on price.
What’s clever about this prompt is that it doesn’t ask the model to be clever. It removes the option to cave. A lot of service providers, when faced with a pricing objection in real time, instinctively soften. They offer a discount, add something free, or start explaining costs. The prompt prevents all of that by locking the exit. The model has to find a different way through. And because it’s working from whatever context you give it about your results and your client outcomes, the response it produces is more grounded than anything you’d come up with while you’re nervous in a sales conversation.
Run this a few times with different competitor fee gaps and save the best versions. You’ll end up with two or three responses you can reach for in the moment instead of improvising.
Bottom Line
If you work in real estate or know someone who does, share this post. And if you want to build your own niche prompt library, this is a solid template for how to think about structure, constraints, and word limits. The author says they have 100 more organized by category. That’s the kind of library worth building.
The bigger takeaway is that prompt quality is a function of specificity and constraint, not creativity. The agent who built these didn’t come up with clever ideas. They took real tasks, added real constraints, tested them against real output, and kept what worked. That process is repeatable in any field. Start with the five tasks you do every week. Write a prompt for each one. Add word limits. Ban the clichés. Run it ten times. Keep the version that holds up.
Sharing 5 high-performance real estate prompts I’ve refined over 3 months
by u/Positive-Ad8432 in PromptEngineering