You sell a project.
The data records orders.

A kitchen is one decision and fifteen transactions across months and channels, and the data records only the transactions. aiRA reads the warehouse you already have, answers in plain language with the reasoning shown, and hands back the segment or the journey already built.

The shape of it

Out of market for years, then urgent for a fortnight.

Four things about home and furniture data that make a generic analytics answer the wrong answer.

Frequency

Years between purchases. Most of the file is out of market on any given day, and the few who are in market look identical to everyone else until roughly a week before they buy.

Margin

High ticket, eaten from both ends. Delivery, assembly, bulky returns and financing all sit between the price on the tag and what actually lands.

Seasonality

Tied to life events more than to the trading calendar: moving, renovating, a new arrival. The peaks are real, but the trigger is personal and invisible in the sales data.

What the data misses

The project. One renovation shows up as a series of unrelated orders across months, channels and sometimes two names, so the most valuable unit of demand is the one nothing in the stack records.

The questions

Asked in home and furniture.

Five real shapes of ask in this category's vocabulary. Each comes back answered, with the reasoning shown and the move built, waiting on approval.

What did the customers who bought a sofa last quarter do in the eight weeks before?

Ad hoc analytics

Which showrooms convert quotes into delivered orders best, and what do they do differently?

Advanced analytics

Which customers are showing the pattern that usually comes before a room purchase?

Predictive models

Build a segment of customers who bought a bed and no mattress, or a table and no chairs.

Audience builder

Create the attach journey for the incomplete rooms and hold it for sign-off.

Journey orchestration

The working session

Bring the question your home team is still waiting on.

Forty-five minutes, one real question, your business context, down to what counts as a completed sale. You leave with the answer and the move built, or you leave knowing aiRA is not the fit. Both are useful.