Recommendation

Separate from sentiment: whether an answer recommends this brand, mentions it neutrally, or advises against it.

How it is counted

The analysis labels each classified mention recommended, mentioned or advised against. Like Sentiment, it is counted over mentions rather than answers.
The tile shows recommended mentions as a share of all classified mentions, with the bar beneath it showing all three shares.
An answer can describe this brand positively without recommending it, which is why the two are counted apart.

Surface	Form
Overview, the Recommendation tile	The recommended share as a percentage, with the distribution bar
The weekly Digest	The count of answers recommending this brand, week against week, and the Sharpest change: one platform and prompt pair whose recommendations fell to none
MCP, `get_overview` and `list_competitors`	A count per class

The share of analysed answers that name this brand.

This brand’s mentions against every monitored brand’s.

How each mention is classified.