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The stay is chosen a month before the night.

A tonight rate is a decision the guest already made weeks ago.

Friday is not Sunday.

A weekly average is a number from no particular night.

A longer stay is not a cheaper night.

Guests expect a longer stay to cost less per night. The published record often goes the other way.

July is not January.

A year has a shape. One average rate does not.

The review is part of the rate.

A rate that ignores what recent guests said is missing a piece.

A cancelled night was still priced.

A booking is not yet a stay.

The chart is not the analysis.

Most of the time goes to the data, before anyone asks a question.

Faster is what it felt like.

In early 2025, experienced developers were slower with the tool, and thought they had been faster.

Most businesses have not switched it on.

A product is not the same thing as a system a company actually uses.

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