diff --git a/domains/entertainment/indie-streaming-platforms-emerged-as-category-by-2024-with-convergent-structural-patterns-across-content-verticals.md b/domains/entertainment/indie-streaming-platforms-emerged-as-category-by-2024-with-convergent-structural-patterns-across-content-verticals.md
index e65e31692..1542b3b6e 100644
--- a/domains/entertainment/indie-streaming-platforms-emerged-as-category-by-2024-with-convergent-structural-patterns-across-content-verticals.md
+++ b/domains/entertainment/indie-streaming-platforms-emerged-as-category-by-2024-with-convergent-structural-patterns-across-content-verticals.md
@@ -36,6 +36,12 @@ The timing matters: this is the first major entertainment trade publication to a
 
 Critical Role's Beacon launched May 2024 at $5.99/month and experienced ~20% Twitch subscriber migration post-launch, showing owned platform adoption even for established creators with large platform audiences. Beacon and Dropout now collaborating on talent (Brennan Lee Mulligan) rather than competing.
 
+
+### Additional Evidence (confirm)
+*Source: [[2026-03-01-variety-dropout-superfan-tier-1million-subscribers]] | Added: 2026-03-18*
+
+Dropout crossed 1 million subscribers in October 2025 with 31% year-over-year growth (2024→2025), demonstrating sustained scale for creator-owned streaming. Platform uses subscription-first revenue model with no advertising, and distribution relies on organic social clips shared by fans rather than paid marketing (no paid marketing until 2022).
+
 ---
 
 Relevant Notes:
diff --git a/inbox/queue/.extraction-debug/2026-03-01-variety-dropout-superfan-tier-1million-subscribers.json b/inbox/queue/.extraction-debug/2026-03-01-variety-dropout-superfan-tier-1million-subscribers.json
new file mode 100644
index 000000000..eea338e24
--- /dev/null
+++ b/inbox/queue/.extraction-debug/2026-03-01-variety-dropout-superfan-tier-1million-subscribers.json
@@ -0,0 +1,26 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "fan-originated-premium-tiers-reveal-community-governance-of-pricing-not-just-consumption.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 1,
+    "kept": 0,
+    "fixed": 3,
+    "rejected": 1,
+    "fixes_applied": [
+      "fan-originated-premium-tiers-reveal-community-governance-of-pricing-not-just-consumption.md:set_created:2026-03-18",
+      "fan-originated-premium-tiers-reveal-community-governance-of-pricing-not-just-consumption.md:stripped_wiki_link:community-ownership-accelerates-growth-through-aligned-evang",
+      "fan-originated-premium-tiers-reveal-community-governance-of-pricing-not-just-consumption.md:stripped_wiki_link:fanchise-management-is-a-stack-of-increasing-fan-engagement-"
+    ],
+    "rejections": [
+      "fan-originated-premium-tiers-reveal-community-governance-of-pricing-not-just-consumption.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}
\ No newline at end of file
diff --git a/inbox/queue/2026-03-01-variety-dropout-superfan-tier-1million-subscribers.md b/inbox/queue/2026-03-01-variety-dropout-superfan-tier-1million-subscribers.md
index d408d52f2..036825632 100644
--- a/inbox/queue/2026-03-01-variety-dropout-superfan-tier-1million-subscribers.md
+++ b/inbox/queue/2026-03-01-variety-dropout-superfan-tier-1million-subscribers.md
@@ -7,9 +7,13 @@ date: 2025-10-01
 domain: entertainment
 secondary_domains: []
 format: article
-status: unprocessed
+status: enrichment
 priority: medium
 tags: [dropout, superfan, subscription-economics, community-economics, sam-reich, indie-streaming, 1-million-subscribers]
+processed_by: clay
+processed_date: 2026-03-18
+enrichments_applied: ["indie-streaming-platforms-emerged-as-category-by-2024-with-convergent-structural-patterns-across-content-verticals.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -57,3 +61,12 @@ Variety exclusive interview with Sam Reich (Dropout CEO) about the platform cros
 PRIMARY CONNECTION: [[community ownership accelerates growth through aligned evangelism not passive holding]]
 WHY ARCHIVED: Primary source for the "voluntary premium subscription = functionally equivalent to token ownership" claim. The fan-requested superfan tier is the clearest evidence that community alignment doesn't require Web3.
 EXTRACTION HINT: Focus on the fan-originated tier (they ASKED for it) as the novel finding — this is community governance of pricing, not just community consumption. Contrast with Doodles DOOD token mechanics.
+
+
+## Key Facts
+- Dropout crossed 1 million subscribers in October 2025
+- Dropout subscriber growth 2024→2025: 31%
+- Dropout superfan tier pricing: $129.99/year (approximately 2x standard tier)
+- Dropout had no paid marketing until 2022
+- Dimension 20 MSG live taping sold out in January 2025 (20,000 seat venue)
+- Brennan Lee Mulligan signed 3-year Dropout deal while simultaneously participating in Critical Role Campaign 4