domains/entertainment/fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership.md

@@ -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.
 
+
+### Additional Evidence (extend)
+*Source: [[2026-03-02-transformativeworks-ao3-statistics-2025-update]] | Added: 2026-03-19*
+
+AO3 represents the 'co-creation' rung of the fanchise engagement ladder at unprecedented scale: 17M+ fan-created works with 5M comments in December 2025 alone. Critically, this massive co-creation layer operates WITHOUT any ownership component—all content is free, no tokens, no equity. The 22% year-over-year traffic growth proves that co-creation can drive sustained engagement and growth even when the ownership rung is absent, suggesting the ladder rungs may be independently valuable rather than strictly sequential.
+
 ---
 
 Relevant Notes:

domains/entertainment/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

@@ -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.
 
+
+### Additional Evidence (confirm)
+*Source: [[2026-03-02-transformativeworks-ao3-statistics-2025-update]] | Added: 2026-03-19*
+
+AO3 reached 17M+ works across 77,100+ fandoms with 879M weekly page views (125M daily) as of March 2026, representing 22% year-over-year traffic growth. The platform operates with zero editorial curation, using only folksonomy tagging and community self-selection ('Don't Like, Don't Read' policy). This demonstrates that community filtering through social signals (kudos, bookmarks, comments) can scale to massive volumes without quality gatekeeping, supporting the claim that community filtering replaces traditional editorial curation in the media attractor state.
+
 ---
 
 Relevant Notes:

inbox/queue/2026-03-02-transformativeworks-ao3-statistics-2025-update.md

@@ -7,13 +7,17 @@ date: 2026-03-02
 domain: entertainment
 secondary_domains: []
 format: article
-status: unprocessed
+status: enrichment
 priority: medium
 tags: [ao3, fanfiction, community-governance, collaborative-fiction, scale, statistics]
 processed_by: clay
 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"]
 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"
 ---
 
 ## Content
@@ -58,6 +62,19 @@ WHY ARCHIVED: AO3 is the existence proof for community-governed creative product
 EXTRACTION HINT: Focus on the no-curation model + scale as evidence for the governance spectrum claim (AO3 end = parallel narratives); contrast with SCP's light-curation model
 
 
+## 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 experienced a July 2025 database outage requiring bookmark migration
+- AO3 has approximately 700+ volunteers serving as tag wranglers, support staff, and coders
+- 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