> ## Documentation Index
> Fetch the complete documentation index at: https://docs.growthmention.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Sentiment and stance

> Whether AI assistants recommend your brand, list it, or warn against it — and the tone they use.

Being named isn't the same as being recommended. For every brand in every answer, Growth Mention records two judgements: its **stance** — what role it plays in the answer — and its **sentiment** — the tone used about it. Both come with the sentence from the answer that justifies them, quoted exactly.

## Stance

Stance is the more useful of the two. Answers to *"what's the best…"* questions are warm about almost everyone they name, so tone barely separates brands — but the answers are very clear about which ones they *recommend* and which they only *list*.

| Stance          | What the answer does with the brand                  | Example                                              |
| --------------- | ---------------------------------------------------- | ---------------------------------------------------- |
| **Recommended** | Puts it forward as a good choice.                    | *"For a small team, I'd go with Acme."*              |
| **Conditional** | Recommends it, with a real caveat.                   | *"Acme is solid, but expensive for under 10 users."* |
| **Listed**      | Names it as an option, with no verdict.              | *"Popular options include Acme, Beta and Gamma."*    |
| **Cautioned**   | Warns against it.                                    | *"Users report Acme's support is slow."*             |
| **Comparison**  | Uses it as a yardstick, not as an option.            | *"A cheaper alternative to Acme."*                   |
| **Context**     | Mentions it in passing — an integration, a platform. | *"Integrates with Acme and Beta."*                   |

Only the answer's own words count. A brand's reputation elsewhere never affects its stance in an answer.

## Sentiment

| Sentiment    | Meaning                                     |
| ------------ | ------------------------------------------- |
| **Positive** | Praise, a named strength, a recommendation. |
| **Neutral**  | No evaluation — the brand is just named.    |
| **Negative** | A weakness, a complaint, a warning.         |

## The scores on the Sentiment page

<Frame>
  ![Sentiment page summary: sentiment 91.5, most often recommended, strongest rival, weakest model](https://growthmention.com/docs-img/sentiment-facts.png)
</Frame>

**Recommendation rate** is the share of your mentions that are *recommended* or *conditional*. It's the clearest single measure of whether the assistants are sending people your way.

**Sentiment index** turns tone into one number from 0 to 100: each positive mention counts 1, neutral ½, negative 0, averaged. **50 means neutral.** Because recommendation questions draw mostly positive answers, indexes in the 80s and 90s are common for the brands they name — so compare yours with your competitors' rather than with 100, and watch for drops.

<Frame caption="Your sentiment index, day by day. The dashed line is 50, neutral.">
  ![Your sentiment over time chart](https://growthmention.com/docs-img/sentiment-over-time.png)
</Frame>

<Note>
  When brands are ranked by recommendation rate, small samples are adjusted for. A brand recommended 7 times out of 7 doesn't rank above one recommended 53 times out of 60 — seven answers are too few to be sure.
</Note>

<Frame>
  ![Standings: the five brands the assistants recommend most](https://growthmention.com/docs-img/sentiment-standings.png)
</Frame>

**Click a brand** in the standings to see what was said about it: every judged sentence, with its stance, its tone, the assistant, the day and the prompt it answered. Anything critical comes first. Click **All brands** to go back.

<Frame caption="What the assistants said about OneNote — mostly “with a caveat”: a good fit if you're already on Microsoft 365.">
  ![What was said: quoted sentences about one brand, each with its stance, tone, assistant, date and prompt](https://growthmention.com/docs-img/sentiment-evidence.png)
</Frame>

**Sentiment by model** shows each brand's index on each assistant, so you can see where you're treated worse than elsewhere.

<Frame>
  ![Sentiment by model: each brand's sentiment index on each assistant](https://growthmention.com/docs-img/sentiment-by-model.png)
</Frame>

## Where to act

The Sentiment page lists **prompts where a competitor is recommended and you're only listed, or not named at all** — worst first. Those are the questions where the assistants actively send buyers elsewhere, and the evidence quotes show you exactly what they say.

<Frame>
  ![Prompts and who gets recommended: your stance per prompt next to the brand recommended most](https://growthmention.com/docs-img/sentiment-prompts.png)
</Frame>
