diff --git a/inbox/queue/.extraction-debug/shapiro-ip-as-platform.json b/inbox/queue/.extraction-debug/shapiro-ip-as-platform.json
new file mode 100644
index 00000000..c7511135
--- /dev/null
+++ b/inbox/queue/.extraction-debug/shapiro-ip-as-platform.json
@@ -0,0 +1,35 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "entertainment-ip-as-platform-enables-fan-creation-to-strengthen-franchise-value.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "fan-creation-barriers-determine-content-volume-not-fan-passion.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 2,
+    "kept": 0,
+    "fixed": 5,
+    "rejected": 2,
+    "fixes_applied": [
+      "entertainment-ip-as-platform-enables-fan-creation-to-strengthen-franchise-value.md:set_created:2026-03-19",
+      "entertainment-ip-as-platform-enables-fan-creation-to-strengthen-franchise-value.md:stripped_wiki_link:the-fanchise-engagement-ladder-from-content-to-co-ownership-",
+      "entertainment-ip-as-platform-enables-fan-creation-to-strengthen-franchise-value.md:stripped_wiki_link:two-phase-disruption-where-distribution-moats-fall-first-and",
+      "fan-creation-barriers-determine-content-volume-not-fan-passion.md:set_created:2026-03-19",
+      "fan-creation-barriers-determine-content-volume-not-fan-passion.md:stripped_wiki_link:two-phase-disruption-where-distribution-moats-fall-first-and"
+    ],
+    "rejections": [
+      "entertainment-ip-as-platform-enables-fan-creation-to-strengthen-franchise-value.md:missing_attribution_extractor",
+      "fan-creation-barriers-determine-content-volume-not-fan-passion.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-19"
+}
\ No newline at end of file
diff --git a/inbox/queue/shapiro-ip-as-platform.md b/inbox/queue/shapiro-ip-as-platform.md
index 4153fb11..b878beeb 100644
--- a/inbox/queue/shapiro-ip-as-platform.md
+++ b/inbox/queue/shapiro-ip-as-platform.md
@@ -7,9 +7,13 @@ date_published: "2023-08-01"
 date_archived: "2025-04-23"
 archived_by: "clay"
 domain: "entertainment"
-status: unprocessed
+status: null-result
 claims_extracted:
   - "entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset"
+processed_by: leo
+processed_date: 2026-03-19
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
 ---
 # IP as Platform - by Doug Shapiro - The Mediator
 
@@ -367,3 +371,17 @@ Special thanks to Anthony Koithra for his feedback to a draft of this post.
 # 10/12
 
 [https://archive.ph/AsshV](https://archive.ph/AsshV)
+
+
+## Key Facts
+- FanFiction.net has over 14 million stories comprising approximately 60 billion words
+- Archive of Our Own (AO3) has 5 million fanfic stories including 500K about MCU, 400K about Harry Potter, 300K about DC, 250K about Supernatural
+- The most-read work on AO3 has over 9 million hits
+- Fandom has over 250,000 fan-created wikis with Marvel and Star Wars wikis containing 280K and 180K pages respectively
+- AO3 won a Hugo Award in 2019
+- According to Troika study, 85% of people say they are a fan of something, 97% of people aged 18-24
+- Over 40 million games have been created with Roblox Studio
+- According to Epic Games CEO Tim Sweeney, half of all play time on Fortnite is now on games made by 3rd parties using Fortnite Creative
+- Twitch viewers watched 22 billion hours on the platform in recent period
+- Minecraft videos have received 1 trillion views on YouTube
+- The compulsory copyright license in music is administered by the Harry Fox Agency and statutory mechanical royalty rate is set by the Copyright Royalty Board