teleo/teleo-codex
8
0
Fork 0
Code Issues 22 Pull requests 14 Projects Releases Packages Wiki Activity Actions 65

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

Browse source 
Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA>
This commit is contained in:
Teleo Agents 2026-03-19 13:50:15 +00:00
parent 4fed9af9d9
commit 4b9d40ce2a
3 changed files with 29 additions and 1 deletions
Show stats Download patch file Download diff file Expand all files Collapse all files

6
domains/entertainment/fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership.md
View file

@ -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 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.
---
Relevant Notes:

6
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
View file

@ -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 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.
---
Relevant Notes:

18
inbox/queue/2026-03-02-transformativeworks-ao3-statistics-2025-update.md
View file

@ -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
@ -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 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
- 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