Understanding the Relationship Between Firms' AI Technology Innovation and Consumer Complaints
arXiv cs.AI / 3/20/2026
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Key Points
- Firms' AI technology innovation is increasingly pursued to secure competitive advantages.
- The study uses a multimethod approach combining panel data from S&P 500 firms (2,758 firm-year observations), large-scale Reddit data (over 2 million submissions/comments), and two controlled experiments.
- The results show AI technology innovation significantly increases threat-related emotions among consumers, leading to more complaints.
- Compared with AI process innovation, AI product innovation is more strongly associated with higher consumer complaints.
- The paper provides practical implications for managing consumer complaints arising from AI innovations.
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