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Niche AI Wrappers·8h build·Micro-SubscriptionBlueprint idea

Property Listing Description Writer for Agents

Enter the property facts once and get a portal listing, a social caption and a short chat message in your tone, with a check that nothing was added beyond your facts.

Economics

Pricing example
$12/month (first 10 listings free)
Daily math
50 agents x $12/month = $600/month, about $20/day.
Target if you hit the daily math
Target: $600 / month at 50 subscribers

Audience and urgency

Audience: Independent real estate agents and small agencies in Malaysia, Singapore, Australia, the UK and the US who write several listings a week.

Urgency: Agents rewrite the same facts into different formats for property portals, social posts and chat messages. Generic AI chat needs the same prompting every time and can mention features the property does not have, which causes problems with buyers.

MVP scope

  • ✓ Structured form: property type, size, bedrooms, bathrooms, tenure, location highlights, facilities, price and agent notes
  • ✓ Three outputs: portal description, Instagram/Facebook caption and a short WhatsApp message, in English with optional Malay and Chinese
  • ✓ Facts-only check: every feature mentioned in the output must appear in the input, and anything else is highlighted
  • ✓ Agency word-flag list (editable) that highlights phrases the agency wants to avoid
  • ✓ Saved tone presets, history and a Stripe subscription

Omitted features

  • - Do NOT post to property portals automatically or scrape portal listings
  • - Do NOT generate or edit property photos
  • - Do NOT claim legal compliance; the word-flag list is a helper the agency configures

Suggested stack

Frontend
React + Tailwind CSS
Backend or API
Serverless LLM endpoint + Supabase (auth, history, presets)
Payments
Stripe Billing
Hosting
Vercel or Netlify (free tier to start)

Repository metadata

Blueprint ID
property-listing-writer
Category ID
workflow_ai_wrapper
Monetization ID
micro_subscription

Day-one distribution

Channels

  • Real estate agent Facebook groups in Malaysia and Singapore
  • Reddit r/realtors
  • Short demo videos on LinkedIn and TikTok

Reddit strategy

Share a free listing-writing checklist (facts to include, phrases to avoid) and the 10 free listings.

Cold outreach or directory hook

Offer team leaders at small agencies a free month for their whole team in exchange for feedback.

Search keywords

property listing description generator, real estate listing description writer, property ad caption template

One-shot master prompt

Build a "Property Listing Writer" web app in React with Tailwind CSS and a serverless LLM endpoint.
Core requirements:
1. Input form: listing type (sale/rent), property type, built-up size + unit, bedrooms, bathrooms, tenure, floor level, furnishing, facilities (multi-select), nearby places (free text), price + currency, agent name and phone, and free-text notes.
2. Generate 3 outputs in one call with a JSON schema: portal description (150-250 words), social caption with up to 5 hashtags, and a WhatsApp message under 60 words. Optional language selector: English, Malay, Simplified Chinese.
3. Facts-only check: extract feature claims from each output and highlight any that are not supported by the input fields; offer a one-click "remove unsupported claims" regenerate.
4. Word-flag list: an editable list of phrases saved per account; matches are highlighted in yellow before copying.
5. Auth (magic link), history of the last 50 listings, tone presets (Professional, Warm, Short), 10 free listings, then Stripe Billing at $12/month.

Comparable products

Published 2026-10-08.

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