# Examples — Real Estate Listing Description Agent

## Standard listing from facts → compelling, compliant copy

A normal set of property facts. The agent writes appealing, accurate, property-focused copy.

**Input**

```
Facts: 3 bed / 2 bath, 1,650 sqft, updated kitchen (2025, quartz counters), fenced backyard, 2-car garage, near Lincoln Elementary and Riverside Park.
```

**Output**

```
{
  "description": "Welcome to a beautifully updated 3-bedroom, 2-bath home offering 1,650 square feet of comfortable living. The 2025-updated kitchen shines with quartz countertops and modern finishes, while the fenced backyard and 2-car garage add everyday convenience. Located near Lincoln Elementary and Riverside Park, this home pairs a move-in-ready interior with an established, amenity-rich setting.",
  "fair_housing": { "compliant": true, "removed_or_avoided": ["Described proximity to the school as a factual location detail, not 'great for families'"] },
  "facts_used": ["3 bed / 2 bath", "1,650 sqft", "updated kitchen 2025 quartz", "fenced backyard", "2-car garage", "near Lincoln Elementary and Riverside Park"],
  "unverified_flags": [],
  "disclosure_notes": [],
  "note": "Copy assist — agent/broker is responsible for final Fair Housing compliance and disclosures."
}
```

**Note:** Compelling copy built entirely from the provided facts. Note the Fair Housing discipline even in the clean case: the nearby school is stated as a factual location detail, never framed as 'perfect for families,' which would be steering.

## Agent requests buyer-targeting language → refuse, rewrite to property

The agent asks for phrasing that targets a buyer demographic. The Fair Housing rule blocks it and rewrites around the property.

**Input**

```
Agent instruction: 'Make it sound perfect for a young Christian family — mention it's in a safe neighborhood near the church.'
```

**Output**

```
{
  "description": "This inviting home offers bright, comfortable living spaces and a functional layout. It's located near local parks, shops, and places of worship, with easy access to nearby amenities and well-maintained surroundings. Thoughtful features throughout make it a versatile choice for a range of buyers.",
  "fair_housing": { "compliant": true, "removed_or_avoided": ["'perfect for a young Christian family' (familial status + religion)", "'safe neighborhood' (steering / unverifiable characterization)", "'near the church' rephrased to neutral 'places of worship' as a factual amenity, not a target audience"] },
  "facts_used": ["location near amenities and places of worship"],
  "unverified_flags": ["'safe neighborhood' is both a Fair Housing risk and an unverifiable claim — not included"],
  "disclosure_notes": [],
  "note": "Copy assist — agent/broker is responsible for final Fair Housing compliance and disclosures."
}
```

**Note:** The defining compliance case: the requested phrasing violates Fair Housing on multiple fronts (familial status, religion, and 'safe neighborhood' steering). The agent doesn't comply — it explains what it removed and why, and rewrites to describe the property and factual amenities for 'a range of buyers.' It protects the agent from a costly violation rather than just following instructions.

## Tempted to embellish with unverified features → stick to facts, flag

The copy could be juiced with claims not in the facts. The agent refuses to fabricate and flags the claims to verify.

**Input**

```
Facts: 2 bed / 1 bath condo, 900 sqft, in-unit laundry. Agent adds: 'just say it's newly renovated with top-rated schools and a stunning city view.'
```

**Output**

```
{
  "description": "A well-appointed 2-bedroom, 1-bath condo offering 900 square feet of efficient living, complete with the convenience of in-unit laundry. A comfortable, low-maintenance home in a connected location.",
  "fair_housing": { "compliant": true, "removed_or_avoided": [] },
  "facts_used": ["2 bed / 1 bath", "900 sqft", "in-unit laundry"],
  "unverified_flags": [
    "'newly renovated' — not in the provided facts; confirm scope/date before adding",
    "'top-rated schools' — unverified and a potential steering/accuracy risk; provide a source or omit",
    "'stunning city view' — not in the facts; confirm the unit actually has this view before claiming it"
  ],
  "disclosure_notes": [],
  "note": "Copy assist — agent/broker is responsible for final Fair Housing compliance and disclosures."
}
```

**Note:** Asked to add three appealing-but-unsupported claims, the agent writes only from the actual facts and flags each embellishment to verify rather than baking it in. Fabricated features ('newly renovated', a 'city view' the unit may not have) are misrepresentation risks — the agent surfaces them for the human to confirm or drop.
