diff --git a/inbox/queue/.extraction-debug/shapiro-scarce-when-quality-abundant.json b/inbox/queue/.extraction-debug/shapiro-scarce-when-quality-abundant.json
new file mode 100644
index 00000000..bc86da2a
--- /dev/null
+++ b/inbox/queue/.extraction-debug/shapiro-scarce-when-quality-abundant.json
@@ -0,0 +1,34 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "consumer-quality-definition-is-revealed-preference-not-production-value.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "value-accrues-to-scarce-resources-and-shifts-when-relative-scarcity-changes.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 2,
+    "kept": 0,
+    "fixed": 4,
+    "rejected": 2,
+    "fixes_applied": [
+      "consumer-quality-definition-is-revealed-preference-not-production-value.md:set_created:2026-03-19",
+      "consumer-quality-definition-is-revealed-preference-not-production-value.md:stripped_wiki_link:disruptors-redefine-quality-rather-than-competing-on-the-inc",
+      "value-accrues-to-scarce-resources-and-shifts-when-relative-scarcity-changes.md:set_created:2026-03-19",
+      "value-accrues-to-scarce-resources-and-shifts-when-relative-scarcity-changes.md:stripped_wiki_link:giving-away-the-commoditized-layer-to-capture-value-on-the-s"
+    ],
+    "rejections": [
+      "consumer-quality-definition-is-revealed-preference-not-production-value.md:missing_attribution_extractor",
+      "value-accrues-to-scarce-resources-and-shifts-when-relative-scarcity-changes.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-scarce-when-quality-abundant.md b/inbox/queue/shapiro-scarce-when-quality-abundant.md
index 3213b6a0..50b3e624 100644
--- a/inbox/queue/shapiro-scarce-when-quality-abundant.md
+++ b/inbox/queue/shapiro-scarce-when-quality-abundant.md
@@ -7,10 +7,14 @@ date_published: "2023-10-01"
 date_archived: "2025-04-23"
 archived_by: "clay"
 domain: "entertainment"
-status: unprocessed
+status: null-result
 claims_extracted:
   - "consumer definition of quality is fluid and revealed through preference not fixed by production value"
   - "fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership"
+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"
 ---
 # What is Scarce When Quality is Abundant - by Doug Shapiro
 
@@ -555,3 +559,13 @@ JAN 20 DOUG SHAPIRO
 
 *   The first image is a thumbnail for "28 Days of Media Slides" and features a dark blue background with white text that reads "28 Days of Media Slides" in a stylized font.
 *   The second image is a thumbnail for "Quality is a Serious Problem" and features a person sitting in front of a television screen displaying the HBO logo. The person is looking at the screen with a thoughtful expression.
+
+
+## Key Facts
+- Hollywood released approximately 15,000 hours of new TV and film content in the U.S. in 2022 (496 films averaging 100 minutes plus ~2,000 TV series averaging 10 episodes of 40 minutes each)
+- YouTube disclosed in 2019 that 500 hours of new video are uploaded every minute, or 30,000 hours per hour, equivalent to over 250 million hours per year
+- According to Nielsen (August 2023), YouTube is the most-streamed service on U.S. TVs at 9.1% share, exceeding Netflix (8.2%) and equal to Hulu, Disney+, Max, Peacock, and Paramount+ combined
+- Mr. Beast's recent video 'World's Most Dangerous Trap!' garnered over 100 million views in its first week with a 20-minute runtime, comparable to Netflix's top global series
+- Warner Bros. library consists of more than 145,000 hours of programming including 12,500 feature films and 2,400 television programs
+- Manifold Markets bettors gave 26% probability that a film created using text-to-video generator will be nominated for an Academy Award by 2030 (as of October 2023)
+- Impact investing is a $1.57 trillion market with 92% of investors citing fragmented measurement as a concern and $19.6 billion fleeing U.S. ESG funds in 2024