asking from a real estate context which might be a bit niche here
i use AI for property descriptions and it saves time but every listing ends up sounding the same. “nestled in a sought-after neighborhood.” “perfect for entertaining.” “don’t miss this opportunity.” the phrases are technically fine but they’re interchangeable between properties.
buyers notice. i’ve had a few mention that my listings sound like every other agent’s. that’s not what i want when i’ve spent years building a reputation on knowing properties personally.
is there a workflow or a tool that helps with this specifically? i want the AI speed but i need the output to sound like i actually walked through the house.
this is the same problem i have with product copy. AI defaults to templates because templates are what it learned from.
the fix i use: before generating, give the AI five specific physical details from the property that aren’t in the standard listing info. something you noticed on the walkthrough. the output anchors to those and sounds less generic. you still need to edit but the starting point is better
the template problem is a drafting problem, not a humanizing problem. humanizers make text sound less AI-generated, they don’t make it more specific.
the workflow that works: draft with AI, then find every generic phrase and replace it with something observational. “sought-after neighborhood” becomes “two blocks from the Saturday farmers market.” that edit takes ten minutes per listing, not an hour, and it’s the only edit that actually matters
essayhumanizer.ai has a feature that reduces repetitive phrasing patterns across a document. it’s designed for essays but it works on listing copy too. doesn’t solve the specificity problem but it breaks up the template language
the “sounds like i walked through the house” problem is a detail problem. AI can’t know what you noticed. that knowledge has to come from you.
a simple fix: before you write the prompt, jot down three things that surprised you about the property. one positive, one neutral, one that requires some framing. feed those into the prompt as required inclusions. the listing will sound different because it has details no other listing has
i work with writers on authenticity and this is a version of the same problem they have. generic output comes from generic input.
the fastest route to listings that sound like you: save ten examples of your best-performing listing copy from the past. use those as style examples in your prompt. “write in the style of these examples.” the AI will pattern-match your voice instead of the median real estate voice