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Commerce intelligence for home and furniture

In furniture the sticker is rarely the cost. Delivery, assembly and lead time can move the real number by a third, and configurable products mean the “same” item has a price range rather than a price.

Delivery, not stickerCost driverConfigured price rangesShapeLong, seasonal markdownsCycle

Home & furniture

Landed cost as the default

Every comparison ranks on landed cost. A sofa that is $200 cheaper with $400 delivery is not cheaper, and a comparison that reports it as such is worse than no comparison.

Home & furniture

Ranges are honest

When a listing returns a price range rather than a price, that is carried through as a range with reduced confidence rather than flattened to its minimum to make a table look tidy.

Home & furniture

Slow categories still need history

Furniture moves a few times a year, which is exactly why time-weighted percentile matters: a naive average over rows would let one clearance weekend outweigh nine stable months.

Endpoints that do this

Where it lands in the API.

POST /v1/compare

Compare

One product across every seller that carries it, ranked by landed cost, with the spread. Server-side work is worth more than four raw reads the caller has to join.

→ reference
GET /v1/products/{id}/context

Price context

Is this actually a good price? Percentile against the product's own history at that seller, time-weighted, with low, median and high.

→ reference
GET /v1/products/{id}/availability

Availability

Stock state across sellers, with stockout frequency. Availability drives more decisions than price does and is reported far less often.

→ reference

Questions

Common questions.

Is shipping included in comparisons?

Where the seller exposes it, yes, and it is carried as its own field so you can separate sticker from landed. Where it is not exposed, the offer says so rather than assuming zero.