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@ -31,7 +31,7 @@ The emergence of 'human-made' as a premium label in 2026 provides concrete evide
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### Additional Evidence (confirm)
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*Source: [[2025-07-01-emarketer-consumers-rejecting-ai-creator-content]] | Added: 2026-03-12 | Extractor: anthropic/claude-sonnet-4.5*
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Consumer enthusiasm for AI-generated creator content dropped from 60% in 2023 to 26% in 2025 (Billion Dollar Boy survey, July 2025, 4,000 consumers ages 16+ US/UK). This 34 percentage point collapse occurred during a period of improving AI quality, confirming that the binding constraint is consumer acceptance, not technology capability. The decline accelerated even as models improved, with 32% now saying AI negatively disrupts the creator economy (up from 18% in 2023). The emergence of 'AI slop' as mainstream consumer terminology indicates organized rejection behavior is forming.
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The 60% to 26% collapse in consumer enthusiasm for AI-generated creator content between 2023-2025 provides the clearest longitudinal evidence for the consumer acceptance gate. This occurred during a period of rapid AI quality improvement, confirming that the binding constraint is acceptance, not capability. The Billion Dollar Boy survey (July 2025, 4,000 consumers ages 16+ in US and UK) shows 32% now say AI is negatively disrupting the creator economy (up from 18% in 2023), and 31% say AI in ads makes them less likely to pick a brand (CivicScience, July 2025). The emergence of 'AI slop' as mainstream consumer terminology represents organized rejection—consumers have developed a label for the phenomenon.
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---
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@ -1,49 +1,26 @@
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---
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type: claim
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domain: entertainment
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description: "Consumer enthusiasm for AI-generated creator content dropped from 60% to 26% between 2023-2025 while AI quality improved, indicating rejection is identity-driven not capability-driven"
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description: "Consumer enthusiasm for AI-generated creator content dropped from 60% to 26% between 2023-2025 while AI quality improved, revealing authenticity as identity-driven value not quality assessment"
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confidence: likely
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source: "eMarketer analysis of Billion Dollar Boy survey (July 2025, 4,000 consumers ages 16+ US/UK)"
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source: "eMarketer analysis of Billion Dollar Boy survey (4,000 consumers, July 2025) and Goldman Sachs survey (August 2025)"
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created: 2026-03-11
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depends_on:
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- "GenAI adoption in entertainment will be gated by consumer acceptance not technology capability"
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challenged_by: []
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depends_on: ["GenAI adoption in entertainment will be gated by consumer acceptance not technology capability"]
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---
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# Consumer acceptance of AI creative content is declining despite improving quality because the authenticity signal itself becomes more valuable as AI-human distinction erodes
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Consumer enthusiasm for AI-generated creator content collapsed from **60% in 2023 to 26% in 2025** — a 34 percentage point drop over two years. This decline occurred during a period when AI content quality was objectively improving across text, image, and video generation, which means the acceptance barrier is not primarily a quality or capability issue.
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Consumer enthusiasm for AI-generated creator content collapsed from 60% in 2023 to 26% in 2025—a 34 percentage point drop over two years—even as AI generation quality improved substantially during the same period. This inverse relationship between quality and acceptance reveals that consumer resistance is not primarily a quality assessment problem but an identity and values question about creative authenticity.
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The rejection is identity-driven rather than quality-driven. As AI-generated content becomes more prevalent and harder to distinguish from human work, consumers are actively developing protective mechanisms. The emergence of "AI slop" as mainstream terminology represents a memetic marker: consumers have created a label for the phenomenon, which typically precedes organized rejection behavior.
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The Billion Dollar Boy survey (July 2025, 4,000 consumers ages 16+ in US and UK) shows that 32% of consumers now say AI is negatively disrupting the creator economy, up from 18% in 2023. Separately, 31% say AI in ads makes them less likely to pick a brand (CivicScience, July 2025). The emergence of "AI slop" as mainstream consumer terminology represents a memetic marker—consumers have developed a label for the phenomenon, which typically precedes organized rejection.
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## Evidence
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Crucially, this rejection is domain-specific, not a blanket anti-AI sentiment. Goldman Sachs data (August 2025) shows 54% of Gen Z prefer no AI involvement in creative work, but only 13% feel this way about shopping applications. This divergence demonstrates that consumers distinguish between AI as efficiency tool (shopping) versus AI as creative replacement (content creation). The resistance is specifically protective of the authenticity and humanity of creative expression.
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**Billion Dollar Boy survey (July 2025, 4,000 consumers ages 16+ in US and UK):**
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- Consumer enthusiasm for AI-generated creator work: 60% (2023) → 26% (2025)
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- 32% of US and UK consumers say AI is negatively disrupting the creator economy (up from 18% in 2023)
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- 31% say AI in ads makes them less likely to pick a brand (CivicScience, July 2025)
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**Goldman Sachs survey (August 2025):**
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- 54% of Gen Z prefer no AI involvement in creative work
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- Only 13% feel this way about shopping
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The creative-vs-shopping divergence is crucial: consumers are not anti-AI broadly. They specifically protect the authenticity and humanity of creative expression while accepting AI as an efficiency tool in transactional contexts. This reveals that the resistance is about identity and values, not about AI capability or quality.
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The timing is significant: this acceptance collapse happened while major platforms and brands were increasing AI content deployment, creating a widening gap between corporate practice and consumer preference.
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## Challenges
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Major brands like Coca-Cola continue releasing AI-generated content despite measured consumer resistance, suggesting either:
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1. Corporate decision-makers discount consumer preference data
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2. Short-term cost savings outweigh long-term brand risk
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3. Different consumer segments exist with unmeasured AI acceptance
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The data does not distinguish between AI-assisted (human-directed) and fully AI-generated content, which may represent meaningfully different consumer responses.
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The timing is significant: this acceptance collapse occurred during a period when AI generation capabilities were rapidly improving across image, video, and text generation. Major brands like Coca-Cola continue releasing AI-generated content despite documented consumer resistance, suggesting a widening gap between corporate practices and consumer preferences.
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---
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Relevant Notes:
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- [[GenAI adoption in entertainment will be gated by consumer acceptance not technology capability]]
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- [[consumer-rejection-of-ai-generated-ads-intensifies-as-ai-quality-improves-disproving-the-exposure-leads-to-acceptance-hypothesis]]
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- [[human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant]]
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- [[consumer-rejection-of-ai-generated-ads-intensifies-as-ai-quality-improves-disproving-the-exposure-leads-to-acceptance-hypothesis]] <!-- claim pending -->
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- [[gen-z-hostility-to-ai-generated-advertising-is-stronger-than-millennials-and-widening-making-gen-z-a-negative-leading-indicator-for-ai-content-acceptance]] <!-- claim pending -->
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@ -1,46 +0,0 @@
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---
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type: claim
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domain: entertainment
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description: "Gen Z shows 54% rejection of AI in creative work but only 13% in shopping, revealing consumers distinguish between AI as efficiency tool versus creative replacement"
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confidence: likely
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source: "Goldman Sachs survey (August 2025)"
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created: 2026-03-11
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secondary_domains:
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- cultural-dynamics
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---
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# Consumer AI acceptance diverges sharply by use case with creative work facing 54% Gen Z rejection versus only 13% rejection in shopping contexts
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Consumers are not uniformly anti-AI. Instead, they make sharp distinctions based on the domain of application. Goldman Sachs survey data (August 2025) shows Gen Z — the demographic cohort most exposed to AI tools — rejects AI involvement in creative work at 54% while only 13% reject AI in shopping contexts.
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This 41 percentage point gap reveals that consumer resistance is not about AI technology itself, but about what AI is replacing. When AI functions as an efficiency tool in transactional contexts (product recommendations, search, logistics), acceptance is high. When AI replaces human creative expression — the domain where authenticity, identity, and cultural meaning are produced — resistance intensifies.
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## Evidence
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**Goldman Sachs survey (August 2025):**
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- 54% of Gen Z prefer no AI involvement in creative work
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- 13% of Gen Z prefer no AI involvement in shopping
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- 41 percentage point gap between creative and transactional contexts
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**Corroborating data from Billion Dollar Boy survey (July 2025):**
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- 32% say AI is negatively disrupting the creator economy (up from 18% in 2023)
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- 31% say AI in ads makes them less likely to pick a brand
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The pattern suggests consumers are protective of domains where human identity, cultural production, and authentic expression matter, while accepting AI augmentation in domains optimized for efficiency and convenience.
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This is consistent with the broader "human-made as premium" trend: as AI becomes the default for commodity content, human creative labor becomes a positional good — valuable precisely because it signals investment, intentionality, and authentic human expression.
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## Implications
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1. **AI adoption strategy must be domain-specific.** Blanket "AI transformation" narratives miss the structural difference between efficiency automation and creative replacement.
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2. **Creative industries face structural consumer resistance** that will not resolve through exposure or quality improvements, because the resistance is identity-driven.
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3. **Transactional AI applications have a clear adoption path** with consumer acceptance already established.
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---
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Relevant Notes:
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- [[consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable]]
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- [[human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant]]
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- [[GenAI adoption in entertainment will be gated by consumer acceptance not technology capability]]
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@ -0,0 +1,30 @@
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---
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type: claim
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domain: entertainment
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secondary_domains: ["cultural-dynamics"]
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description: "Gen Z shows 54% rejection of AI in creative work but only 13% in shopping, demonstrating that AI acceptance is use-case dependent based on identity protection versus efficiency gains"
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confidence: likely
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source: "Goldman Sachs survey (August 2025) via eMarketer analysis"
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created: 2026-03-11
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---
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# The creative-versus-shopping divergence in AI acceptance reveals that consumers distinguish between AI as efficiency tool and AI as creative replacement based on identity protection
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Goldman Sachs survey data (August 2025) reveals a striking divergence in Gen Z attitudes toward AI across different use cases: 54% prefer no AI involvement in creative work, while only 13% feel this way about shopping applications. This 41 percentage point gap demonstrates that consumer AI acceptance is not a monolithic attitude but varies systematically based on whether the domain involves identity expression versus utilitarian efficiency.
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This pattern suggests consumers are applying a domain-specific evaluation framework:
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**Identity/Expression Domains (Creative Work):** High resistance because AI involvement threatens the authenticity signal that defines the value. Creative work is valued partly for its human origin—the connection to a creator's perspective, struggle, and humanity. AI generation in this domain is perceived as replacement or dilution of that core value proposition.
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**Efficiency/Utility Domains (Shopping):** Low resistance because AI is perceived as a tool that enhances capability without threatening identity. Shopping recommendations, price comparison, and product discovery are valued for outcomes (finding the right product efficiently), not for the human process that produces them.
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This divergence explains why the same consumers who reject AI-generated creator content (60% to 26% enthusiasm drop, 2023-2025) may simultaneously embrace AI shopping assistants, AI-powered search, or AI logistics optimization. The acceptance barrier is not about AI capability or quality—it's about whether the domain is identity-constitutive or instrumentally valued.
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The implication for entertainment and creator economy: AI adoption will face structural resistance in domains where human authorship is part of the value proposition, regardless of quality parity. This is not a temporary "uncanny valley" effect that exposure will resolve—it's a persistent preference for human provenance in identity-relevant domains.
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---
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Relevant Notes:
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- [[consumer-rejection-of-ai-generated-ads-intensifies-as-ai-quality-improves-disproving-the-exposure-leads-to-acceptance-hypothesis]]
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- [[human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant]]
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- [[GenAI adoption in entertainment will be gated by consumer acceptance not technology capability]]
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@ -42,7 +42,7 @@ This represents a scarcity inversion: as AI-generated content becomes abundant a
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### Additional Evidence (confirm)
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*Source: [[2025-07-01-emarketer-consumers-rejecting-ai-creator-content]] | Added: 2026-03-12 | Extractor: anthropic/claude-sonnet-4.5*
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The 60% to 26% collapse in consumer enthusiasm for AI-generated creator content (2023-2025) occurred while AI was becoming more prevalent and harder to distinguish from human work. As AI-generated content floods feeds — termed 'AI slop' by consumers — the scarcity and value of verifiable human creative labor increases. The Goldman Sachs finding that 54% of Gen Z reject AI in creative work while accepting it in shopping (13% rejection) shows consumers are willing to pay the 'premium' of human creative labor in domains where authenticity and cultural meaning matter. This pattern mirrors the 'organic' premium in food: as the default commodity becomes synthetic/AI-generated, human-made becomes a positional good signaling authenticity and intentionality.
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The 'AI slop' terminology becoming mainstream consumer language (per eMarketer July 2025 analysis) demonstrates that consumers are actively creating linguistic markers to distinguish AI-generated from human-made content. This labeling behavior is analogous to the 'organic' movement—consumers develop terminology to identify and prefer the scarce alternative (human-made) as the default shifts to AI-generated. The 60% to 26% enthusiasm collapse suggests this premium is strengthening, not weakening, as AI becomes more prevalent.
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---
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@ -12,10 +12,10 @@ priority: high
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tags: [consumer-acceptance, ai-content, creator-economy, authenticity, gen-z, ai-slop]
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processed_by: clay
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processed_date: 2026-03-11
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claims_extracted: ["consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md", "consumer-ai-acceptance-diverges-by-use-case-with-creative-work-rejection-54-percent-versus-shopping-acceptance-13-percent-rejection.md"]
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claims_extracted: ["consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md", "creative-versus-utilitarian-ai-acceptance-divergence-reveals-consumers-protect-identity-domains-not-efficiency-domains.md"]
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enrichments_applied: ["GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md", "human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant.md"]
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extraction_model: "anthropic/claude-sonnet-4.5"
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extraction_notes: "Extracted two new claims focused on the nature of consumer AI rejection (identity/values-driven rather than quality-driven) and the creative-vs-transactional divergence in AI acceptance. Applied four enrichments to existing claims with the 60%→26% longitudinal data and the Goldman Sachs creative/shopping split. The 'AI slop' terminology emergence is a significant memetic marker. No entities to extract — this is consumer survey data without specific company/product focus beyond brief Coca-Cola mention (already well-known, no new timeline-worthy data)."
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extraction_notes: "Extracted 2 new claims focused on the mechanism of consumer rejection (identity-driven vs quality-driven) and the creative-vs-utilitarian divergence. Applied 5 enrichments to existing claims with the 60%→26% longitudinal data and the creative/shopping split. The 'AI slop' terminology and the quality-acceptance inverse relationship are the key novel insights. No entities to extract—this is consumer survey data without company-specific events."
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---
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## Content
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@ -61,7 +61,7 @@ EXTRACTION HINT: The extractor should focus on the NATURE of consumer rejection
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## Key Facts
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- Consumer enthusiasm for AI-generated creator content: 60% (2023) → 26% (2025)
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- 32% of US/UK consumers say AI negatively disrupts creator economy (up from 18% in 2023)
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- 32% of US/UK consumers say AI negatively disrupts creator economy, up from 18% (2023)
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- 31% say AI in ads makes them less likely to pick a brand (CivicScience, July 2025)
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- 54% of Gen Z prefer no AI in creative work vs 13% in shopping (Goldman Sachs, August 2025)
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- Billion Dollar Boy survey: 4,000 consumers ages 16+ in US and UK plus 1,000 creators and 1,000 senior marketers (July 2025)
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- 54% of Gen Z prefer no AI in creative work vs 13% for shopping (Goldman Sachs, August 2025)
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- Billion Dollar Boy survey: 4,000 consumers ages 16+ in US and UK, plus 1,000 creators and 1,000 senior marketers (July 2025)
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