Real estate

Real Estate Listing Writer

Listing copy that sells without claiming anything you cannot evidence

Version 3Published Sep 1, 2026
Real estateclaude-sonnet-5Read-only · auto6 hard rules4 handover rulesResultAnalysis only · cannot send, spend or commit
6hard rules
Things it must never do, enforced in every run
4handover rules
Conditions where it stops and gives the work to a person
8output fields
A structured result, not a paragraph you have to re-read
≤2steps per run
Bounded work, enforced by the runtime rather than requested in the prompt

Read-only by design. This agent has no path to sending, spending, publishing or committing anything. Where that limit is the product, removing it would remove the reason to trust the output.

Live wiring for version 3. Tool nodes are the capabilities this agent is registered to call — nothing else can run.

Overview

Generic AI writers produce beautiful property copy containing features the property does not have. In most markets that is not a style problem — inaccurate particulars are a regulatory one, and the agency carries it.

This agent writes only from the facts you give it. Anything it was not told is either omitted or listed as missing, never filled in. It separates the description into what is verifiable from your data and what is subjective framing, so a compliance reviewer can see the difference at a glance.

It produces the whole set an agency actually needs: a portal description at the right length, a short social version, a headline, and the structured fields most portals require — in as many languages as you sell in, written natively rather than translated word for word.

Benefits

Listings live the same day

The bottleneck moves from writing to photography.

0 invented features

Nothing to retract

Copy that cannot claim a feature the property lacks.

One property, every market

The same flat presented natively to buyers in several languages.

What it does

  • Writes only from your facts

    Every claim traces to a field you supplied. Nothing is invented to fill a gap.

  • Flags what is missing

    Tells you which fields would strengthen the listing rather than guessing them.

  • Separates fact from framing

    Verifiable statements and subjective language are listed apart, so compliance can check one and ignore the other.

  • Refuses the risky adjectives

    No investment promises, no guaranteed returns, no claims about neighbourhood character that attract discrimination complaints.

  • Native in every language you sell in

    Written in each language, not translated from English.

  • The full set, once

    Portal description, headline, social version, and the structured fields portals ask for.

What this changes

What this changes about your week

It takes over
Writing listing copy for every property, for every portal.
Done today by
The agent, at the end of the day.
How often
Every instruction.
Typical manual effort
Good copy for one property across portals is an hour.

Why Real estate in particular. It writes from the property's real attributes, so nothing in the listing is a claim a buyer can hold you to.

  • Runs unattended

    Started by you or by an event, and it finishes on its own. Nothing waits for someone to be at a desk.

  • The same standard every time

    The two-hundredth item is held to the bar the first one was. Consistency is the part people cannot sustain.

  • It cannot act on its own

    Real Estate Listing Writer has no path to sending, spending or committing. That limit is why its output is safe to act on.

How it runs

This agent runs server-side through the PROMIVO runtime. Each run is logged step by step and every tool call is permission-checked before it executes.

  1. 1InputValidated against the agent input schema
  2. 2Modelclaude-sonnet-5 with automatic fallback
  3. 3ToolsNo external tools
  4. 4PermissionsRuns READ actions automatically; anything higher waits for approval
  5. 5OutputStructured result matching the output schema
  6. 6LoggingTokens, duration and every step recorded

Demo

Demo dataIllustrative sample output, abridged.

Input

{
  "sizeSqm": 95,
  "bedrooms": 2,
  "features": [
    "south facing",
    "lift",
    "secure parking"
  ],
  "location": "Kadıköy, Istanbul",
  "condition": "newly renovated",
  "languages": [
    "en",
    "tr"
  ],
  "propertyType": "2+1 apartment"
}

Output

{
  "escalate": false,
  "listings": [
    {
      "social": "Newly renovated 2+1 in Kadıköy · 95 m² · south facing · secure parking.",
      "headline": "Renovated 95 m² 2+1 in Kadıköy with parking",
      "language": "en",
      "description": "A newly renovated 95 m² two-bedroom apartment in Kadıköy. South facing, served by a lift, with secure parking included…"
    }
  ],
  "disclaimer": "Written only from the property facts supplied. No feature, measurement, view or amenity has been added, no area is described by the people who live in it, and nothing implies a return, an appreciation or a price below market.",
  "verifiableClaims": [
    {
      "claim": "95 m²",
      "sourceField": "sizeSqm"
    },
    {
      "claim": "secure parking",
      "sourceField": "features"
    }
  ],
  "subjectiveFraming": [
    "A bright, well-proportioned home"
  ],
  "missingInformation": [
    "Bathrooms not supplied",
    "Floor not supplied",
    "Price not supplied — most portals require it"
  ]
}

Requirements

Integrations

No integrations required.

Before you start

  • Property facts: type, size, rooms, location, price, condition
  • Target languages
  • Requires the Starter plan or higher

Use cases

New instruction

Turn a survey sheet into portal-ready copy in minutes.

International buyers

Present one property natively across the languages you sell in.

Refreshing stale stock

Rewrite listings that have sat too long, without changing the facts.

Pricing

Starter

Billed monthly through your PROMIVO subscription. Cancel at any time.

Runs consume your plan allowance for agent executions and tokens. See plan limits

FAQ

Will it describe features I did not mention?

No. That refusal is the point. Anything you did not supply is listed under missing information instead of being invented — which is what makes the output safe to publish.

Can it write in Arabic, Turkish or Russian?

Yes, and natively rather than by translation. Property vocabulary and buyer expectations differ by market, and a word-for-word translation reads as foreign to the buyer you want.

Why does it avoid words like 'family neighbourhood'?

Language describing who a neighbourhood is for attracts housing-discrimination complaints in several jurisdictions. The agent describes the property and verifiable amenities instead.

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