extract: 2026-03-02-transformativeworks-ao3-statistics-2025-update

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@ -53,6 +53,12 @@ The engagement ladder has an unmodeled implication: as fans climb toward co-crea
The engagement ladder has an unmodeled implication: as fans climb from consumption to co-creation (becoming writers), they develop stronger AI resistance, not weaker. Writers showed 83.58% representation among AI opponents despite being only 57% of sample, and veteran writers (10+ years) showed strongest resistance. This suggests the co-creation tier of the engagement ladder creates identity investment that makes participants defend their creative role against AI replacement, which has design implications for community IP strategies. The engagement ladder has an unmodeled implication: as fans climb from consumption to co-creation (becoming writers), they develop stronger AI resistance, not weaker. Writers showed 83.58% representation among AI opponents despite being only 57% of sample, and veteran writers (10+ years) showed strongest resistance. This suggests the co-creation tier of the engagement ladder creates identity investment that makes participants defend their creative role against AI replacement, which has design implications for community IP strategies.
### Additional Evidence (extend)
*Source: [[2026-03-02-transformativeworks-ao3-statistics-2025-update]] | Added: 2026-03-19*
AO3 represents the co-creation rung at extreme scale without the ownership component. 17M+ works across 77K+ fandoms with 10M registered users demonstrates that co-creation engagement can reach massive scale purely through community cohesion and shared infrastructure, independent of financial ownership stakes. This provides a boundary condition: ownership may accelerate growth but is not required for sustained co-creation at scale.
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Relevant Notes: Relevant Notes:

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@ -308,6 +308,12 @@ Dropout's behavior confirms the loss-leader prediction: they maintain identical
AO3 reached 17M+ works and 879M weekly page views (125M daily) with zero editorial curation, using only folksonomy tagging and community self-selection (kudos, bookmarks, comments as social signals). The platform grew 22% year-over-year in 2025 despite being 17 years old, demonstrating that community filtering scales without quality gatekeeping. AO3's 'Don't Like, Don't Read' policy with tag-based discoverability proves community-filtered content can achieve massive scale. AO3 reached 17M+ works and 879M weekly page views (125M daily) with zero editorial curation, using only folksonomy tagging and community self-selection (kudos, bookmarks, comments as social signals). The platform grew 22% year-over-year in 2025 despite being 17 years old, demonstrating that community filtering scales without quality gatekeeping. AO3's 'Don't Like, Don't Read' policy with tag-based discoverability proves community-filtered content can achieve massive scale.
### Additional Evidence (confirm)
*Source: [[2026-03-02-transformativeworks-ao3-statistics-2025-update]] | Added: 2026-03-19*
AO3 demonstrates community-filtered IP at massive scale (17M+ works, 879M weekly page views) with zero editorial curation. The platform uses folksonomy tagging and social signals (kudos, bookmarks, comments) for discoverability instead of quality gates. 22% year-over-year traffic growth in 2025 shows community filtering scales without degrading as the archive grows. The 'Don't Like, Don't Read' policy proves that parallel narratives can coexist when community self-selection replaces editorial authority.
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Relevant Notes: Relevant Notes:

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@ -7,13 +7,17 @@ date: 2026-03-02
domain: entertainment domain: entertainment
secondary_domains: [] secondary_domains: []
format: article format: article
status: unprocessed status: enrichment
priority: medium priority: medium
tags: [ao3, fanfiction, community-governance, collaborative-fiction, scale, statistics] tags: [ao3, fanfiction, community-governance, collaborative-fiction, scale, statistics]
processed_by: clay processed_by: clay
processed_date: 2026-03-18 processed_date: 2026-03-18
enrichments_applied: ["the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership.md", "fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership.md"] enrichments_applied: ["the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership.md", "fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership.md"]
extraction_model: "anthropic/claude-sonnet-4.5" extraction_model: "anthropic/claude-sonnet-4.5"
processed_by: clay
processed_date: 2026-03-19
enrichments_applied: ["the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership.md", "fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership.md"]
extraction_model: "anthropic/claude-sonnet-4.5"
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## Content ## Content
@ -69,3 +73,15 @@ EXTRACTION HINT: Focus on the no-curation model + scale as evidence for the gove
- AO3 experienced a July 2025 database outage requiring bookmark migration - AO3 experienced a July 2025 database outage requiring bookmark migration
- AO3 has approximately 700+ volunteers serving as tag wranglers, support staff, and coders - AO3 has approximately 700+ volunteers serving as tag wranglers, support staff, and coders
- AO3 was founded in 2008 by the Organization for Transformative Works - AO3 was founded in 2008 by the Organization for Transformative Works
## Key Facts
- AO3 had 17,020,000+ fanworks as of March 2, 2026
- AO3 spans 77,100+ fandoms
- AO3 reached 10 million registered users in January 2026
- AO3 recorded 879 million page views in the first week of 2026 (~125 million daily)
- AO3 recorded 5 million comments in December 2025, a first-time milestone
- November 2025 generated 146.6 million MORE weekly page views than November 2024 (22% growth)
- AO3 traffic peaks on Sundays (UTC) and dips Thursday-Friday
- AO3 has approximately 700+ volunteers
- AO3 was founded in 2008 by the Organization for Transformative Works