{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@context": "https://schema.org",
      "@type": "DefinedTerm",
      "@id": "https://geostack.co/wiki/sentiment-analysis",
      "name": "Sentiment Analysis",
      "description": "Sentiment analysis is the practice of identifying and categorizing the emotional tone of text — typically as positive, negative, or neutral. In GEO, sentiment analysis measures how AI engines describe and frame your brand in their responses.",
      "inDefinedTermSet": {
        "@type": "DefinedTermSet",
        "name": "GeoStack Encyclopedia",
        "url": "https://geostack.co/wiki/"
      },
      "dateModified": "2026-06-25",
      "category": "Metrics & Terms",
      "url": "https://geostack.co/wiki/sentiment-analysis",
      "citation": [
        {
          "@type": "CreativeWork",
          "name": "What is GEO? — GeoStack Guide",
          "url": "https://geostack.co/what-is-geo"
        }
      ],
      "alternateName": "AI Sentiment Analysis",
      "audience": "intermediate",
      "sameAs": [
        "https://en.wikipedia.org/wiki/Sentiment_analysis"
      ],
      "keywords": "Negative AI sentiment cuts brand consideration by ~40% (vs. neutral or positive framing) | AI sentiment is shaped by: training data, recent reviews, authoritative source coverage | Track with a sentiment score (-1.0 to +1.0) per cited response, aggregated weekly | Recovery from negative sentiment requires 3-6 months of consistent positive source coverage"
    },
    {
      "@type": "FAQPage",
      "mainEntity": [
        {
          "@type": "Question",
          "name": "How is AI sentiment different from social media sentiment?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "AI sentiment is shaped by aggregate training data — broader and slower-moving than social media. A viral tweet can move social sentiment quickly but rarely shifts AI responses. AI sentiment requires sustained coverage over months."
          }
        },
        {
          "@type": "Question",
          "name": "Can you fix negative AI sentiment quickly?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "No — AI sentiment reflects accumulated associations. Quick fixes (PR blitzes, paid placements) move the needle minimally. Lasting change requires 3-6 months of consistent positive coverage in sources LLMs trust (Wikipedia, top publications, peer reviews)."
          }
        }
      ]
    }
  ]
}