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Propify

MVP in development

Turn each buyer requirement into a focused property shortlist.

Propify helps real-estate professionals research the market for a specific buyer, compare relevant properties and organise the findings into a shortlist that can be reviewed and shared.

Product demonstration

Buyer shortlist

Research snapshot · 8 Nov 2026

  1. Requirement received
  2. Results loading
  3. Matches ranked
  4. One property excluded

Fictional sample

Buyer requirement

Ana Ribeiro
Location
Cascais
Budget
€450,000
Type
Apartment · 2 bedrooms
Criteria
Lift, balcony, near the station

Ranked shortlist

  1. Fictional photograph of a contemporary white apartment building with glass balconies, for Rua das Acácias 18.
    #1 · MatchRua das Acácias 18€428,000 · CascaisLift, balcony, eight minutes to the station.
  2. Fictional photograph of a contemporary apartment living room opening onto a balcony, for Avenida do Pinhal 4.
    #2 · MatchAvenida do Pinhal 4€441,500 · EstorilLift and balcony. Nine minutes to the station.
  3. Fictional photograph of a stone apartment building with metal balconies, for Travessa do Moinho 7.
    #3 · MatchTravessa do Moinho 7€399,000 · CascaisLift and balcony. Twelve minutes on foot.

Excluded from shortlist

  1. Fictional photograph of a plain apartment courtyard, for Beco da Fonte 2.
    CheckingExcludedBeco da Fonte 2€465,000 · CascaisAbove budget · No lift.

Business problem

Property professionals spend significant time searching across different sources, checking the same buyer criteria against multiple listings and keeping track of which properties have already been reviewed.

The result is repetitive research, fragmented information and less time for conversations with buyers and sellers.

What Propify does

Propify creates a research snapshot for an individual buyer requirement. The snapshot records the search criteria, the date of the research, the properties found and the source of each listing.

The agent initially sees the strongest matches, with access to the complete set of relevant results. Properties can be excluded from the shortlist without disappearing from the research record.

A later research creates a new market snapshot, preserving the earlier view instead of overwriting it.

Benefits

  • Less repetitive property research
  • A clearer comparison of relevant listings
  • A focused shortlist for each buyer
  • Visibility of excluded properties
  • Historical snapshots of how the market changed
  • More time for the agent to advise the client

Current status

Propify is an MVP in development. The current direction includes multiple property sources, research snapshots, complete result lists, shortlist management and comparison between research dates.

Technologies

  • n8n
  • Streamlit
  • LangGraph
  • LangSmith

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