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Sentiment & Position

Beyond whether your brand appears, Quratic tracks how it appears: the tone of the mention (sentiment) and where in the response it occurs (position).

Quratic classifies each AI response that mentions your brand into one of three categories:

SentimentWhat it means
PositiveThe AI describes your brand favourably — recommending it, highlighting strengths, or listing it as a top choice
NeutralThe AI mentions your brand factually without a clear positive or negative tone
NegativeThe AI describes your brand unfavourably — noting weaknesses, comparing it negatively, or warning against it
  • The Sentiment metric card on the Overview dashboard shows your aggregate sentiment split for the selected period
  • The Prompts page shows per-prompt sentiment in the table
  • The Prompt detail page shows sentiment per check result
  • The Responses page shows sentiment per captured response
Sentiment gauge on Overview dashboard showing split between positive, neutral, and negative responses
Sentiment gauge on Overview dashboard showing split between positive, neutral, and negative responses

Sentiment is derived from the language of the AI response. Factors that influence it:

  • Content quality — authoritative, positively framed third-party content about your brand tends to improve AI sentiment over time
  • Review presence — positive reviews on well-indexed platforms influence training data
  • Competitive framing — if a query directly compares your brand to a competitor, the AI’s comparative language drives sentiment
Prompt detail page showing recent results table with Sentiment column values (Positive, Neutral, Negative)
Prompt detail page showing recent results table with Sentiment column values (Positive, Neutral, Negative)

Position refers to where in the AI response your brand appears, on a 1–5 scale:

PositionInterpretation
1Your brand is the first or primary recommendation
2–3Your brand is in the middle of a list or comparison
4–5Your brand appears later, perhaps as a secondary mention

The Avg. position metric card on the Overview dashboard shows your average position across all checks in the period where your brand appeared.

A lower average position is better — position 1 means you are consistently recommended first.

Average position metric card on Overview dashboard showing numerical score
Average position metric card on Overview dashboard showing numerical score
MetricMeasures
Share of VoiceWhether you appear (frequency)
PositionWhere you appear (prominence)

A brand with 60% SoV and average position 1 is consistently recommended first. A brand with 60% SoV and average position 4 appears often but is rarely the primary recommendation — a different kind of problem.