Estate agency · Jeddah, Saudi Arabia · Data & research

A villa priced on real sales, the same afternoon

Layla is an independent estate agent in Jeddah. She sells villas along the north coast, from Al Shati to Obhur.

Listen to the story:

The challenge

When a seller calls, she has a day to name a price. She rings other agents and reads listing prices, which run far above what homes really sell for. Last spring she priced one too high, it sat for four months, and the seller left.

How the flow works

With xMap Flows, Layla built Gauge. Gauge is an AI employee: a flow of 6 blocks.

  1. When she adds a seller to her sheet,

    A new seller in her sheet (Microsoft Excel 365 event)

  2. Gauge pulls every villa sale recorded in that district in the last three months,

    Villa sales in that district (Regional data sources)

  3. keeps the ones of a similar size,

    A similar size (Filter)

  4. works out the middle price per metre,

    Middle price per metre (Custom code)

  5. writes a short note on what the villa should fetch,

    A price note (xMap LLM)

  6. and sends it to her inbox.

    Into her inbox (Microsoft Outlook)

What it solves

The result

Ten minutes after a seller calls, Layla has the note: eleven villas of that size sold in the district this quarter, at a middle price of about five thousand riyals a metre. She calls back the same afternoon, with real sales to show.

Layla no longer guesses a price. She shows the sales that set it.

10 minfrom new seller to price note
11recorded sales behind the price
3months of sales in each note

An illustrative scenario: the figures are modelled to show what the flow produces, not a customer's results.

The flow, block by block

  1. 1

    A new seller in her sheet

    Microsoft Excel 365 event · Excel event

    Starts the flow when something happens in Microsoft Excel 365: a new record, a message, a change.

  2. 2

    Villa sales in that district

    Regional data sources · Regional data

    xMap’s regional datasets: pick a country, then a dataset, such as real estate transactions in Saudi Arabia, property for rent or for sale listed right now in the United States, Japan and the United Arab Emirates, or Road traffic history in the United Arab Emirates (cars counted hour by hour since 2021).

  3. 3

    A similar size

    Filter

    Keeps only the items that match a rule.

  4. 4

    Middle price per metre

    Custom code

    Your own JavaScript, for what the other blocks cannot do: change, add or drop fields, filter and reshape the items.

  5. 5

    A price note

    xMap LLM

    Tell the AI what to do in plain words.

  6. 6

    Into her inbox

    Microsoft Outlook · Outlook

    Runs an action in Microsoft Outlook.

Templates to build it

Ready-made flows with the same blocks. Open one, change the city and the kind of place, and run it.

Industries

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