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Documentation Index

Fetch the complete documentation index at: https://docs.texta.ai/llms.txt

Use this file to discover all available pages before exploring further.

Sentiment

Sentiment captures whether brand mentions are generally positive, neutral, or negative.

What sentiment tells you

  • quality of brand framing
  • confidence and recommendation tone
  • reputation movement in AI narratives

Why sentiment matters

  • High visibility with weak sentiment can hurt conversion quality.
  • Improving sentiment often improves trust and recommendation strength.

How to analyze sentiment

  1. Look at trend movement, not one day.
  2. Review chat details for context.
  3. Check if source quality changed in the same period.

Common pitfalls

  • Treating sentiment as a standalone KPI.
  • Ignoring model-specific differences in tone.