Update again

site/content/resources/videos/youtube/5qtS7DYGi5Q/data.index.classifications.json

@@ -217,12 +217,15 @@
   },
   "Social Technologies": {
     "category": "Social Technologies",
-    "calculated_at": "2025-02-17T14:14:51",
-    "ai_confidence": 50,
-    "non_ai_confidence": 0,
-    "final_score": 45.0,
-    "reasoning": "The content discusses evidence-based management and metrics that can inform value delivery, which aligns with the principles of continuous improvement and value assessment in social technologies, but it does not primarily focus on Scrum, Kanban, Lean, or Agile practices.",
-    "level": "Tertiary"
+    "calculated_at": "2025-03-06T13:52:16",
+    "ai_confidence": 45.0,
+    "ai_mentions": 20.0,
+    "ai_alignment": 30.0,
+    "ai_depth": 25.0,
+    "non_ai_confidence": 0,
+    "final_score": 40.0,
+    "reasoning": "The content briefly mentions the concept of value delivery, which is a core theme of Social Technologies, but it lacks explicit references to specific frameworks like Scrum, Kanban, Lean, or Agile. The discussion on evidence-based management and metrics is relevant but does not delve deeply into the methodologies that facilitate collaboration and continuous improvement within teams.",
+    "level": "Quaternary"
   },
   "Lean": {
     "category": "Lean",

site/content/resources/videos/youtube/QBX7dnUBzo8/data.index.classifications.json

@@ -82,12 +82,15 @@
   },
   "Product Management": {
     "category": "Product Management",
-    "calculated_at": "2025-02-17T14:13:58",
-    "ai_confidence": 50,
+    "calculated_at": "2025-03-06T13:52:09",
+    "ai_confidence": 72.0,
+    "ai_mentions": 15.0,
+    "ai_alignment": 35.0,
+    "ai_depth": 22.0,
     "non_ai_confidence": 10,
-    "final_score": 46.0,
-    "reasoning": "The content discusses the challenges and considerations in implementing Agile methodologies within organisations, touching on the need for strategic alignment and effective change management, which are relevant to product management. However, it primarily focuses on Agile practices rather than product management as a central theme.",
-    "level": "Tertiary"
+    "final_score": 66.0,
+    "reasoning": "The content discusses systemic issues in Agile organisations, touching on the need for organisations to adapt their structures and processes to achieve agility. It mentions measuring effectiveness and return on investment, which aligns with product management's focus on business objectives. However, the discussion is more about Agile practices and organisational change rather than specific product management strategies or frameworks, leading to a moderate confidence score.",
+    "level": "Secondary"
   },
   "Agile Leadership": {
     "category": "Agile Leadership",
@@ -1018,11 +1021,14 @@
   },
   "Enterprise Agility": {
     "category": "Enterprise Agility",
-    "calculated_at": "2025-02-12T03:18:41",
-    "ai_confidence": 80,
+    "calculated_at": "2025-03-06T13:52:12",
+    "ai_confidence": 82.0,
+    "ai_mentions": 15,
+    "ai_alignment": 35,
+    "ai_depth": 30,
     "non_ai_confidence": 10,
-    "final_score": 73.0,
-    "reasoning": "The content discusses the need for systemic change within organisations to achieve true agility, addressing organisational structures, leadership roles, and the importance of continuous improvement, which aligns well with the principles of Enterprise Agility.",
+    "final_score": 75.0,
+    "reasoning": "The content discusses systemic issues in agile organisations, highlighting the need for organisational change to achieve true agility. It addresses the importance of measuring effectiveness and adapting organisational structures, which aligns well with the core themes of Enterprise Agility. The depth of discussion includes examples of challenges faced during agile transformations and the necessity for leadership to drive change, contributing to a high confidence score.",
     "level": "Secondary"
   },
   "Lean": {

site/content/resources/videos/youtube/QBX7dnUBzo8/index.md

@@ -30,6 +30,7 @@ sitemap:
   filename: sitemap.xml
   priority: 0.6
 tags:
+- Enterprise Agility
 - Business Agility
 - People and Process
 - Resilience and Change
@@ -39,11 +40,11 @@ tags:
 - Agile Strategy
 - Agile Transformation
 - Change Management
-- Enterprise Agility
 resourceTypes:
 - video
 categories:
 - Leadership
+- Product Management
 
 ---
 Organizations often struggle to address the root causes of inefficiencies, particularly when adopting Agile practices. Instead of tackling the core issues within their systems, they focus on surface-level problems. This blog post will explore these systemic issues and provide insights on how to make meaningful changes that lead to greater effectiveness and agility.