Research

Research driven insights unlock consumer sentiment to power smarter decisions and market innovation.

Pennsylvania Department of Agriculture – Heptascore & Hemp Consumer Behavior

The retail industry moves fast, and understanding consumer preferences is key to staying ahead. Heptaloop’s AI solutions, provide real-time insights into product sentiment, brand perception, and customer experience trends, helping retailers drive smarter business decisions.

  • Examines emotional sentiment (Heptascore) and its link to hemp purchase intent.
  • Finds strong correlations between positivity and likelihood of buying hemp.
  • Lower-income and less-educated groups show unexpected high positivity.
  • Suggests targeted education and sentiment-based marketing for industry growth.
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Heptascore & Consumer Trust in Sustainability

  • Analyzes how emotional sentiment impacts trust in eco-friendly products.
  • Finds high Heptascores drive stronger trust and purchase intent.
  • Younger consumers respond well, older demographics require stronger validation.
  • Suggests brands leverage sentiment insights to refine sustainability messaging.
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Source Reliability Score & Financial News Credibility

  • Evaluates how Source Reliability Score impacts investor confidence in news.
  • Finds low SRS correlates with misinformation-driven financial decisions.
  • Higher SRS sources lead to stronger market trust and better investments.
  • Suggests integrating credibility metrics in financial risk assessment models.
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Känsla & AI-Driven Predictive Marketing for Retail

  • Uses Kansla to predict consumer responses to personalized marketing.
  • Finds AI-driven strategies improve engagement and conversion rates.
  • Higher predictive scores lead to better campaign ROI and retention.
  • Suggests AI-backed personalization as a retail competitive advantage.
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Emotion AI & Brand Loyalty in Automotive Industry

  • Analyzes how emotional sentiment affects loyalty toward car brands.
  • Finds Heptascore predicts brand perception shifts after major events.
  • Negative sentiment correlates with long-term brand switching behaviors.
  • Suggests proactive engagement strategies to mitigate reputation risks.
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