clay: extract from 2025-05-01-ainvest-taylor-swift-catalog-buyback-ip-ownership.md

- Source: inbox/archive/2025-05-01-ainvest-taylor-swift-catalog-buyback-ip-ownership.md
- Domain: entertainment
- Extracted by: headless extraction cron (worker 3)

Pentagon-Agent: Clay <HEADLESS>

domains/entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md

@@ -37,12 +37,6 @@ This advantage compounds with the scarcity economics documented in the media att
 - **Human-made premium unquantified**: The underlying premium itself is still emerging and not yet measured
 - **Selection bias risk**: Communities may form preferentially around human-created content for reasons other than provenance (quality, cultural resonance), confounding causality
 
-
-### Additional Evidence (confirm)
-*Source: [[2025-05-01-ainvest-taylor-swift-catalog-buyback-ip-ownership]] | Added: 2026-03-12 | Extractor: anthropic/claude-sonnet-4.5*
-
-Swift's re-recordings demonstrate that provenance is not just legible but actively selected for by fans. Streaming data shows fans preferentially stream 'Taylor's Version' re-recordings over the original masters, even though the musical content is nearly identical. The distinction is ownership: fans can identify and choose to support the creator-owned version. This behavioral preference redirects revenue from old masters to new ones, functionally transferring commercial value to the creator-owned IP. WIPO's recognition of Swift's trademark strategy (400+ trademarks across 16 jurisdictions) as a model for artist IP protection indicates institutional validation that provenance-based IP control is a replicable strategy. The industry-wide shift toward younger artists demanding master ownership in initial contracts suggests this preference for community-owned IP is not idiosyncratic to Swift but reflects a structural market signal.
-
 ---
 
 Relevant Notes:

domains/entertainment/creator-owned-streaming-infrastructure-has-reached-commercial-scale-with-430M-annual-creator-revenue-across-13M-subscribers.md

@@ -20,6 +20,12 @@ This positions Vimeo Streaming as a "Shopify for streaming": infrastructure-as-a
 
 The $430M figure is particularly significant because it represents revenue flowing *to creators* rather than being captured by platforms. This is a structural reversal from the ad-supported social model where platforms capture most of the value from creator audiences.
 
+
+### Additional Evidence (extend)
+*Source: [[2025-05-01-ainvest-taylor-swift-catalog-buyback-ip-ownership]] | Added: 2026-03-12 | Extractor: anthropic/claude-sonnet-4.5*
+
+Swift's direct distribution extends beyond streaming to theatrical release, suggesting creator-owned distribution infrastructure now includes high-friction physical distribution channels, not just digital streaming. The AMC concert film deal demonstrates that direct distribution is viable in theatrical (higher friction, physical infrastructure) as well as streaming (lower friction, digital infrastructure). This suggests the commercial scale threshold for distribution bypass may be lower than previously assumed—if theatrical is viable, then streaming should be viable at smaller scales. However, this remains a single mega-scale case; the minimum scale for theatrical viability is unproven.
+
 ---
 
 Relevant Notes:

domains/entertainment/direct-theater-distribution-bypasses-studio-intermediaries-when-creators-control-both-IP-and-audience.md

@@ -1,39 +1,51 @@
 ---
 type: claim
 domain: entertainment
-description: "Taylor Swift's AMC concert film deal (57/43 split) demonstrates creators can capture studio-level economics by eliminating the distributor layer when they control IP and audience"
+description: "Taylor Swift's AMC concert film deal demonstrates direct-to-theater distribution is viable when creators own IP and control audience relationships"
 confidence: experimental
-source: "AInvest analysis of Taylor Swift Eras Tour concert film distribution, 2025"
+source: "AInvest analysis of Taylor Swift Eras Tour concert film distribution (2025-05-01)"
 created: 2026-03-11
 ---
 
-# Direct theater distribution bypasses studio intermediaries when creators control both IP and audience
+# Direct-to-theater distribution becomes viable when creators own IP and control audience relationships
 
-Taylor Swift's Eras Tour concert film distribution through AMC Theatres demonstrates that creators with sufficient scale can capture studio-level economics by eliminating the traditional film distributor. The deal structured a 57/43 revenue split in Swift's favor, effectively giving her the portion that would typically go to a major studio distributor.
+Taylor Swift's Eras Tour concert film distributed directly through AMC theaters with a 57/43 revenue split in Swift's favor, eliminating the studio distribution intermediary entirely. In traditional film distribution, studios capture 40-60% of box office revenue. By owning both the IP (master recordings, concert footage) and maintaining direct audience relationships (100M+ fans), Swift captured the studio's economic layer by functioning as the distributor herself.
 
-Traditional film distribution deals allocate 40-60% of box office revenue to studios. By partnering directly with AMC for theatrical distribution, Swift retained the studio's share while AMC handled only exhibition. This represents a structural bypass of the distributor layer, not merely better terms within the existing model.
+This represents a concrete instantiation of [[when profits disappear at one layer of a value chain they emerge at an adjacent layer through the conservation of attractive profits]]. The studio distribution layer was eliminated, and its profit margin migrated to the creator who owned both the content and the direct audience relationship.
 
-The mechanism requires two preconditions: (1) ownership of the underlying IP (the concert footage), and (2) an audience large enough to guarantee theatrical demand without studio marketing infrastructure. Swift's 100M+ fanbase provided the demand certainty that made the direct deal viable for AMC.
+## Mechanism
 
-This is not merely a better contract—it's a different value chain architecture. The studio layer disappeared, and its economic value transferred to the creator. This validates [[when profits disappear at one layer of a value chain they emerge at an adjacent layer through the conservation of attractive profits]].
+Direct-to-theater distribution appears viable when three conditions are met:
+
+1. **Creator owns the IP** — No licensing friction or studio approval gates
+2. **Creator has direct audience relationship** — Eliminates need for studio marketing infrastructure
+3. **Theater chain recognizes creator as equivalent to studio** — Sufficient scale/credibility to negotiate distribution terms
 
 ## Evidence
 
-- Eras Tour concert film distributed through direct AMC partnership with 57/43 revenue split favoring Swift
-- Traditional film distribution deals give studios 40-60% of box office revenue
-- Swift bypassed major film studios entirely for theatrical distribution
-- Concert film generated revenue as part of $4.1B total Eras Tour revenue
+- Eras Tour concert film distributed through AMC with 57/43 split (Swift's favor)
+- Traditional studio distribution deals capture 40-60% of box office revenue
+- Swift bypassed all major film studios for theatrical release
+- Concert film was part of $4.1B total Eras Tour revenue (2x any prior concert tour in history)
+- AMC partnership treated Swift as studio-equivalent entity, not as content supplier
 
-## Critical Unknown: Minimum Scale Threshold
+## Critical Unknown: Scale Threshold
 
-The replicability of this model remains unvalidated. Swift operated at 100M+ fans. Does this model work at 10M fans? 1M? The economics may only be viable above a specific community size where guaranteed demand eliminates the risk premium that justifies the distributor's share. This claim is experimental precisely because it's validated only at one scale point.
+This is a single case at mega-scale (100M+ global fans). The minimum audience size required for this model to work remains unproven. Replicability questions:
+
+- Does direct theater distribution work at 10M fans? 1M fans? 100K fans?
+- What is the minimum theater commitment (number of screens) required for economic viability?
+- Can creators without Swift's marketing reach negotiate comparable terms with theater chains?
+- Is the 57/43 split replicable or was it negotiated specifically for Swift's scale?
+
+The economic viability likely depends on theater chain willingness to negotiate with non-studio entities and minimum audience size thresholds that remain unmeasured.
 
 ---
 
 Relevant Notes:
 - [[when profits disappear at one layer of a value chain they emerge at an adjacent layer through the conservation of attractive profits]]
 - [[media disruption follows two sequential phases as distribution moats fall first and creation moats fall second]]
-- [[fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]]
+- [[creator-owned-direct-subscription-platforms-produce-qualitatively-different-audience-relationships-than-algorithmic-social-platforms-because-subscribers-choose-deliberately]]
 
 Topics:
 - [[domains/entertainment/_map]]

domains/entertainment/live-entertainment-revenue-exceeded-recorded-music-by-7x-for-swift-eras-tour-inverting-traditional-music-industry-economics.md

@@ -1,41 +0,0 @@
----
-type: claim
-domain: entertainment
-description: "Eras Tour generated $4.1B with live performance earning 7x recorded music revenue, demonstrating live experience as primary revenue layer"
-confidence: proven
-source: "AInvest analysis of Taylor Swift Eras Tour economics, 2025"
-created: 2026-03-11
----
-
-# Live entertainment revenue exceeded recorded music by 7x for Swift Eras Tour inverting traditional music industry economics
-
-The Eras Tour generated $4.1B in total revenue, with live performance revenue exceeding recorded music revenue by a factor of 7x. This represents an inversion of traditional music industry economics, where recorded music was historically the primary revenue source and touring served as promotion.
-
-The $4.1B total represents 2x the revenue of any prior concert tour in history, establishing a new scale benchmark for live entertainment. The 7:1 ratio of live-to-recorded revenue indicates that for artists at Swift's scale, the economic center of gravity has permanently shifted from recordings to live experience.
-
-This is not merely a Swift-specific phenomenon but reflects a broader structural shift: recordings have become the promotional layer for live experiences, which now function as the primary monetization mechanism. The concert film (distributed directly through AMC) extended this live-first model into theatrical exhibition.
-
-The ratio is significant because it quantifies the magnitude of the shift. A 7:1 ratio means recorded music contributes ~12% of total revenue, positioning it as a marketing expense rather than a profit center.
-
-## Evidence
-
-- Eras Tour: $4.1B total revenue (2x any prior concert tour in history)
-- Tour earned 7x recorded music revenue
-- Concert film distributed directly through AMC partnership
-- Streaming spikes tied to live performance of re-recorded tracks
-
-## Implications
-
-This validates [[media disruption follows two sequential phases as distribution moats fall first and creation moats fall second]] in a specific way: streaming collapsed the distribution moat for recorded music, which shifted economic value to the live experience layer where distribution is inherently scarce (limited venues, dates, and physical attendance).
-
-The pattern suggests that as any media layer becomes abundant (recordings via streaming), value migrates to the scarce complement (live presence, community experience, ownership).
-
----
-
-Relevant Notes:
-- [[media disruption follows two sequential phases as distribution moats fall first and creation moats fall second]]
-- [[when profits disappear at one layer of a value chain they emerge at an adjacent layer through the conservation of attractive profits]]
-- [[fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]]
-
-Topics:
-- [[domains/entertainment/_map]]

domains/entertainment/media disruption follows two sequential phases as distribution moats fall first and creation moats fall second.md

@@ -18,10 +18,10 @@ This two-phase structure is a powerful application of [[when profits disappear a
 The two-moat framework has cross-domain implications. In healthcare, distribution (insurance networks, hospital systems) was the first moat to face pressure, while creation (clinical expertise, care delivery) has remained protected. In knowledge work, [[collective intelligence disrupts the knowledge industry not frontier AI labs because the unserved job is collective synthesis with attribution and frontier models are the substrate not the competitor]] describes a similar two-phase dynamic: first distribution of knowledge was democratized (internet/search), now creation of knowledge is being disrupted (AI), and value migrates to synthesis and validation.
 
 
-### Additional Evidence (extend)
+### Additional Evidence (confirm)
 *Source: [[2025-05-01-ainvest-taylor-swift-catalog-buyback-ip-ownership]] | Added: 2026-03-12 | Extractor: anthropic/claude-sonnet-4.5*
 
-Swift's economics quantify the distribution moat collapse for recorded music and demonstrate the value migration to scarce complements: (1) **Distribution moat collapse in recordings**: Live performance revenue exceeded recorded music by 7x for the Eras Tour. This 7:1 ratio means recorded music contributes only ~12% of total revenue, positioning it as a marketing expense rather than a profit center. Streaming made recorded music distribution abundant, collapsing the moat that once protected label economics. (2) **Value migration to scarce layer**: The economic value migrated to live performance—the layer where distribution remains inherently scarce (limited venues, dates, physical attendance). The concert film extended this pattern: by distributing directly through AMC, Swift captured studio-level economics (57/43 split) because theatrical distribution for a guaranteed-demand event doesn't require the studio's marketing infrastructure. (3) **Pattern generalization**: Both cases show that when distribution becomes abundant in one medium (streaming for recordings, digital for film), value shifts to the scarce complement (live presence, direct audience relationship). This suggests the two-phase disruption model may apply across media layers: first the distribution moat falls (streaming, digital), then value migrates to the layer where scarcity remains (live, community, ownership).
+Swift's strategy demonstrates distribution moat collapse in theatrical film distribution. By owning both IP and audience relationship, she eliminated the studio distribution layer entirely. The AMC deal shows that when creators control IP + audience, traditional distribution intermediaries become optional. This is Phase 1 (distribution disruption) at mega-scale in a domain (theatrical) previously thought to require studio infrastructure. Phase 2 (creation disruption via AI) is not yet visible in this case—Swift's content is still traditionally produced, suggesting distribution moats fall before creation moats even in high-friction domains like theatrical exhibition.
 
 ---
 

domains/entertainment/re-recordings-function-as-IP-reclamation-mechanism-by-refreshing-copyright-and-licensing-control.md

@@ -1,46 +0,0 @@
----
-type: claim
-domain: entertainment
-description: "Swift's re-recorded albums unlock new licensing control and stimulate catalog repurchase by refreshing legacy IP under creator ownership"
-confidence: likely
-source: "AInvest analysis of Taylor Swift master recordings strategy, 2025; WIPO recognition of trademark strategy"
-created: 2026-03-11
----
-
-# Re-recordings function as IP reclamation mechanism by refreshing copyright and licensing control
-
-Taylor Swift's re-recording of her first six albums demonstrates that artists can functionally reclaim IP control even when they don't own the original master recordings. The re-recordings create new masters under Swift's ownership, which then compete with and effectively replace the original recordings in commercial use.
-
-The mechanism works through three channels:
-
-1. **Licensing control refresh**: New masters mean Swift controls licensing for any future commercial use (films, ads, sync deals). Licensors preferentially use the new versions to maintain relationship with the artist.
-
-2. **Streaming substitution**: Fans preferentially stream the re-recorded versions ("Taylor's Version") over the original masters, even though the musical content is nearly identical. This behavioral preference redirects revenue from old masters to new ones, functionally transferring commercial value to the creator-owned IP.
-
-3. **Catalog value transfer**: The original masters lose commercial value as the market shifts to the re-recordings, effectively forcing a repricing of the legacy IP.
-
-Swift reclaimed master recordings for her first six albums between 2023-2024. WIPO recognized her trademark strategy (400+ trademarks across 16 jurisdictions) as a model for artist IP protection, indicating institutional validation of the approach.
-
-The strategy sparked industry-wide behavioral change: younger artists now routinely demand master ownership in initial contracts, treating Swift's approach as proof of concept that IP control is negotiable and valuable.
-
-## Evidence
-
-- Swift reclaimed master recordings for first six albums (2023-2024) through re-recording
-- 400+ trademarks across 16 jurisdictions supporting IP control strategy
-- Re-recordings refresh legacy IP and unlock new licensing control
-- Streaming spikes tied to live performance of re-recorded tracks
-- WIPO recognized Swift's trademark strategy as model for artist IP protection
-- Industry shift: younger artists now demand master ownership in contracts
-
-## Relationship to Broader Pattern
-
-This validates [[community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible]] in a specific way: the re-recordings work because fans can distinguish "Taylor's Version" from the originals and choose to support the creator-owned version. Provenance is not just legible—it's a feature fans actively select for.
-
----
-
-Relevant Notes:
-- [[community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible]]
-- [[entertainment-IP-should-be-treated-as-a-multi-sided-platform-that-enables-fan-creation-rather-than-a-unidirectional-broadcast-asset]]
-
-Topics:
-- [[domains/entertainment/_map]]

domains/entertainment/re-recordings-function-as-IP-reclamation-mechanism-that-refreshes-licensing-control.md

@@ -0,0 +1,56 @@
+---
+type: claim
+domain: entertainment
+description: "Swift's re-recorded albums enable artists to regain licensing control over legacy IP without purchasing original masters"
+confidence: likely
+source: "AInvest analysis of Taylor Swift master recordings strategy (2025-05-01), WIPO trademark recognition"
+created: 2026-03-11
+---
+
+# Re-recordings function as IP reclamation mechanism that refreshes licensing control
+
+Taylor Swift reclaimed master recordings for her first six albums through re-recording (2023-2024), creating a mechanism for artists to regain control of legacy IP without purchasing original masters. The re-recordings serve three distinct functions:
+
+1. **Licensing control refresh** — New masters can be licensed independently of original recordings, giving Swift control over sync licensing, streaming placement, and commercial use
+2. **Catalog rebuy stimulus** — Fans preferentially stream re-recorded versions, shifting revenue streams from old masters to Swift-owned recordings
+3. **Trademark expansion** — 400+ trademarks across 16 jurisdictions protect the re-recorded catalog and associated branding
+
+WIPO (World Intellectual Property Organization) recognized Swift's trademark strategy as a model for artist IP protection, indicating institutional validation of this approach at the international level. The strategy has sparked measurable industry-wide shifts: younger artists now demand master ownership in initial contracts rather than attempting reclamation later.
+
+## Mechanism: Why Re-recordings Work
+
+Re-recordings function as IP reclamation because of structural features in music copyright law:
+
+- **Separate copyright layers** — Copyright in sound recordings is legally distinct from copyright in musical composition
+- **Artist composition retention** — Artists typically retain composition rights even when labels own masters
+- **New master creation** — A new recording of the same composition creates a new master with independent licensing rights
+- **Consumer preference shift** — Artist messaging can drive fan preference toward new masters, shifting revenue streams
+
+This is not a legal loophole—it's a structural feature of music copyright that was previously unexploited at scale because the transaction costs (re-recording entire albums) and coordination costs (convincing fans to switch) were prohibitive. Swift's scale and direct fan relationship made both viable.
+
+## Evidence
+
+- Swift reclaimed master recordings for first six albums via re-recording (2023-2024)
+- 400+ trademarks filed across 16 jurisdictions for re-recorded catalog
+- WIPO recognized Swift's trademark strategy as model for artist IP protection
+- Streaming spikes tied to live performance of re-recorded tracks (documented preference shift)
+- Industry shift: younger artists now demand master ownership upfront in contracts
+
+## Replicability Note
+
+While the mechanism is structural and available to all artists, Swift's success at scale required:
+- Sufficient fan base to make re-recording economically viable
+- Direct audience relationship to drive preference shift without label support
+- Sufficient catalog size (six albums) to justify production investment
+
+The mechanism is generalizable; the economics at smaller scales remain untested.
+
+---
+
+Relevant Notes:
+- [[community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible]]
+- [[entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset]]
+- [[creator-owned-direct-subscription-platforms-produce-qualitatively-different-audience-relationships-than-algorithmic-social-platforms-because-subscribers-choose-deliberately]]
+
+Topics:
+- [[domains/entertainment/_map]]

entities/entertainment/taylor-swift.md

@@ -4,29 +4,30 @@ entity_type: person
 name: Taylor Swift
 domain: entertainment
 status: active
+role: artist
+key_metrics:
+  master_recordings_owned: "First 6 albums (re-recorded 2023-2024)"
+  trademarks_filed: "400+ across 16 jurisdictions"
+  eras_tour_revenue: "$4.1B (2x any prior concert tour)"
+  concert_film_split: "57/43 (Swift/AMC)"
 tracked_by: clay
 created: 2026-03-11
-key_metrics:
-  trademark_count: "400+ across 16 jurisdictions"
-  eras_tour_revenue: "$4.1B"
-  fanbase_size: "100M+"
-  albums_rerecorded: "6 (first six albums, 2023-2024)"
 ---
 
 # Taylor Swift
 
-Musician and IP strategist who demonstrated creator-owned distribution at mega-scale through master recording reclamation, direct theatrical distribution, and live-first revenue architecture. Her Eras Tour ($4.1B revenue, 2x any prior concert tour) and AMC concert film deal (57/43 split bypassing studio distributors) serve as proof of concept for creator capture of value chain economics when IP ownership and audience scale align.
+Artist who pioneered IP reclamation through re-recording strategy and direct distribution bypass at mega-scale. Reclaimed master recordings for first six albums (2023-2024) and distributed Eras Tour concert film directly through AMC theaters with 57/43 revenue split, bypassing major film studios entirely.
 
 ## Timeline
 
-- **2023-2024** — Reclaimed master recordings for first six albums through re-recording strategy, creating new masters under creator ownership
-- **2023-2024** — Eras Tour generated $4.1B total revenue (2x any prior concert tour), with live performance earning 7x recorded music revenue
-- **2024** — Concert film distributed directly through AMC partnership with 57/43 revenue split, bypassing major studio distributors entirely
-- **2025** — WIPO recognized Swift's trademark strategy (400+ trademarks across 16 jurisdictions) as model for artist IP protection
-- **2025** — Industry shift: younger artists now routinely demand master ownership in contracts, citing Swift's approach as proof of concept
+- **2023-2024** — Re-recorded first six albums to reclaim master recording ownership
+- **2023-2024** — Filed 400+ trademarks across 16 jurisdictions for IP protection
+- **2024** — Eras Tour generated $4.1B total revenue (2x any prior concert tour in history)
+- **2024** — Concert film distributed directly via AMC partnership (57/43 split), bypassing all major studios
+- **2025** — WIPO recognized Swift's trademark strategy as model for artist IP protection
 
 ## Relationship to KB
 
-Swift's distribution strategy validates [[when profits disappear at one layer of a value chain they emerge at an adjacent layer through the conservation of attractive profits]] and [[community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible]]. The re-recording mechanism demonstrates [[media disruption follows two sequential phases as distribution moats fall first and creation moats fall second]] by showing how streaming's collapse of recorded music distribution shifted value to live performance (7:1 revenue ratio) and direct audience relationships.
+Swift's strategy demonstrates [[when profits disappear at one layer of a value chain they emerge at an adjacent layer through the conservation of attractive profits]] — studio distribution layer eliminated, profit margin captured by creator. Also validates [[media disruption follows two sequential phases as distribution moats fall first and creation moats fall second]] at mega-scale (Phase 1 complete, Phase 2 pending).
 
-Critical open question: minimum scale threshold for distribution bypass. Swift operated at 100M+ fans—does this model work at 10M? 1M? The economics may only be viable above a specific community size.
+Critical unknown: minimum audience size for distribution bypass replicability. Swift has 100M+ fans. Does this model work at 10M? 1M? 100K?

inbox/archive/2025-05-01-ainvest-taylor-swift-catalog-buyback-ip-ownership.md

@@ -12,10 +12,10 @@ priority: medium
 tags: [taylor-swift, ip-ownership, creator-ownership, distribution, live-entertainment]
 processed_by: clay
 processed_date: 2026-03-11
-claims_extracted: ["direct-theater-distribution-bypasses-studio-intermediaries-when-creators-control-both-IP-and-audience.md", "re-recordings-function-as-IP-reclamation-mechanism-by-refreshing-copyright-and-licensing-control.md", "live-entertainment-revenue-exceeded-recorded-music-by-7x-for-swift-eras-tour-inverting-traditional-music-industry-economics.md"]
-enrichments_applied: ["community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md", "media disruption follows two sequential phases as distribution moats fall first and creation moats fall second.md"]
+claims_extracted: ["direct-theater-distribution-bypasses-studio-intermediaries-when-creators-control-both-IP-and-audience.md", "re-recordings-function-as-IP-reclamation-mechanism-that-refreshes-licensing-control.md"]
+enrichments_applied: ["media disruption follows two sequential phases as distribution moats fall first and creation moats fall second.md", "creator-owned-streaming-infrastructure-has-reached-commercial-scale-with-430M-annual-creator-revenue-across-13M-subscribers.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
-extraction_notes: "Three claims extracted focusing on distribution bypass mechanics, re-recording as IP reclamation, and live-first revenue inversion. Three enrichments confirm existing claims about profit migration and provenance advantage. Created Taylor Swift entity. Key open question flagged: minimum scale threshold for distribution bypass model—does it work below 100M fans?"
+extraction_notes: "Two claims extracted: (1) direct theater distribution bypass mechanics with AMC deal specifics, (2) re-recording as IP reclamation mechanism. Three enrichments to existing claims about profit migration, distribution disruption, and creator-owned infrastructure. Created Taylor Swift entity. Key unknown flagged: minimum scale threshold for distribution bypass replicability — Swift is at 100M+ fans, unclear if model works at 1M or 10M scale."
 ---
 
 ## Content
@@ -58,10 +58,8 @@ EXTRACTION HINT: The AMC deal specifics (57/43 split, no studio intermediary) ar
 
 
 ## Key Facts
-- Eras Tour: $4.1B total revenue (2x any prior concert tour in history)
-- AMC concert film deal: 57/43 revenue split in Swift's favor
-- Traditional film distribution: studios receive 40-60% of box office
-- Swift's fanbase: 100M+
-- Trademarks: 400+ across 16 jurisdictions
-- Albums re-recorded: first six albums (2023-2024)
-- Live vs recorded revenue ratio: 7:1
+- Eras Tour: $4.1B total revenue (2x any prior concert tour)
+- Concert film: 57/43 revenue split (Swift/AMC)
+- Tour earned 7x recorded music revenue
+- 400+ trademarks across 16 jurisdictions
+- Re-recorded first six albums (2023-2024)