Second Look by GAIP · accuracy record

What shoppers were told, against the shop's own page.

Aggregate figures from Second Look checks, by quarter. No shop and no AI assistant is named.

Not published yet. 1 counted checks so far. Figures appear when every figure in a quarter rests on at least 5 checks.

Vendor-submitted pairs

Pairs an AI-visibility vendor submitted (what an assistant answered about a product) beside GAIP's own reading of the page at the time. Counted by quarter and field only; never by assistant.

Not published yet. fewer than 5 counted pairs so far. A cell appears with at least 5 pairs from three shops.

Vendor-submitted pairs are counted into the accuracy series by quarter and field only, in cells of at least 5 pairs from at least 3 shops with no shop above 50% of the cell, and only where GAIP read the page itself. No figure is given per assistant, per shop or per vendor; smaller cells are withheld.

Method

Counted: Second Look checks asked by outside callers (never GAIP's own test runs) that named at least one of price, stock or option. Each named field is counted once per check: 'shown as claimed' when the shop's own page and data showed the same at check time, 'shown differently' when two looks a few seconds apart both showed something else, 'couldn't confirm' otherwise (the shop's own sources disagreed, the price depended on an option, the page could not be read, or the named option was not among the shop's options). Quarters are calendar quarters in UTC. Cells with fewer than 5 checks are not shown, and a quarter is published only when every shown cell has at least 5. No shop or AI assistant is named. Figures describe what shops' pages showed against what shoppers were told; they are not findings about any shop or assistant.

Machine-readable: /v1/free/second-look/accuracy.