Sentiment analysis

Open Perception -> Sentiment to see how AI models assess your brand across six dimensions. These are model assessments, not customer survey results.

The six dimensions

Cleotic scores these dimensions on a ten-point scale:

  1. Trust / Reliability
  2. Innovation
  3. Value for Money
  4. Customer Experience
  5. Market Leadership
  6. Recommendation Likelihood

Viewing sentiment

Sentiment is the default Perception view when data is available. The sentiment page lets you:

  • Review sentiment data across the selected date range
  • Compare the primary brand against competitors
  • Inspect provider assessments and evidence when available

Starter plans show the Sentiment view in a locked state. Upgrade to Business or above to collect and view sentiment scores, trends, schedule settings, and evidence.

Open Project Settings -> Perception for the sentiment schedule controls:

  • Set the refresh frequency allowed by your plan
  • Mark sentiment monitoring as active or paused

Sentiment has its own schedule, separate from segment prompt collection. Business and trial offer monthly refresh; Enterprise adds weekly; Custom adds daily. Use the options shown for your plan.

There is no separate model picker for sentiment in these settings.

Reading sentiment data

The Perception sentiment page can include:

  • A radar chart comparing brands across all six dimensions
  • A trends view over time
  • Optional AI-written summaries for the selected brand
  • Optional per-model summaries
  • Optional evidence panels for specific dimensions

Date ranges

Preset date ranges are:

  • Week
  • Month
  • Year

Interpret the result

  • Compare individual dimensions as well as the average. A neutral mention badge on a response is separate from this six-dimension assessment.
  • Check per-model summaries and evidence when one model appears out of step with the others. Missing evidence or a pending summary is not a zero score.
  • Use sentiment alongside visibility, citations, and brand-positioning language to understand both prominence and perception.