diff --git a/fix_intelligence_schema.py b/fix_intelligence_schema.py
new file mode 100644
index 0000000..2d08400
--- /dev/null
+++ b/fix_intelligence_schema.py
@@ -0,0 +1,77 @@
+#!/usr/bin/env python3
+"""
+Fix Intelligence Library schema mismatches
+"""
+import json
+
+with open('unified_schema.json', 'r') as f:
+    schema = json.load(f)
+
+# Fix avatar_intelligence collection
+for collection in schema:
+    if collection['collection'] == 'avatar_intelligence':
+        # Replace fields with what frontend expects
+        collection['fields'] = [
+            {"field": "avatar_key", "type": "string", "meta": {"interface": "input", "required": True, "note": "Unique slug"}},
+            {"field": "slug", "type": "string", "meta": {"interface": "input", "required": True, "note": "URL-friendly identifier"}},
+            {"field": "base_name", "type": "string", "meta": {"interface": "input", "required": True}},
+            {"field": "wealth_cluster", "type": "string", "meta": {"interface": "select-dropdown", "options": {"choices": [
+                {"text": "High Net Worth", "value": "high_net_worth"},
+                {"text": "Mass Affluent", "value": "mass_affluent"},
+                {"text": "Emerging", "value": "emerging"}
+            ]}}},
+            {"field": "business_niches", "type": "json", "meta": {"interface": "list", "note": "Array of niche strings"}},
+            {"field": "tech_stack", "type": "json", "meta": {"interface": "list", "note": "Technologies used"}},
+            {"field": "identity_male", "type": "string", "meta": {"interface": "input"}},
+            {"field": "identity_female", "type": "string", "meta": {"interface": "input"}},
+            {"field": "identity_neutral", "type": "string", "meta": {"interface": "input"}},
+            {"field": "pain_points", "type": "json", "meta": {"interface": "list"}},
+            {"field": "goals", "type": "json", "meta": {"interface": "list"}},
+            {"field": "data", "type": "json", "meta": {"interface": "input-code", "options": {"language": "json"}, "note": "Additional JSON data"}}
+        ]
+        print("✅ Fixed avatar_intelligence fields")
+
+# Add geo_clusters collection
+geo_clusters = {
+    "collection": "geo_clusters",
+    "meta": {"icon": "map", "note": "Geographic clusters for targeting"},
+    "fields": [
+        {"field": "cluster_key", "type": "string", "meta": {"interface": "input", "required": True}},
+        {"field": "name", "type": "string", "meta": {"interface": "input", "required": True}},
+        {"field": "state", "type": "string", "meta": {"interface": "input"}},
+        {"field": "description", "type": "text", "meta": {"interface": "input-multiline"}},
+        {"field": "data", "type": "json", "meta": {"interface": "input-code", "options": {"language": "json"}}}
+    ]
+}
+
+# Add geo_locations collection
+geo_locations = {
+    "collection": "geo_locations",
+    "meta": {"icon": "location_on", "note": "Individual locations within clusters"},
+    "fields": [
+        {"field": "cluster", "type": "uuid", "meta": {"interface": "select-dropdown-m2o", "special": ["m2o"]}},
+        {"field": "city", "type": "string", "meta": {"interface": "input", "required": True}},
+        {"field": "state", "type": "string", "meta": {"interface": "input"}},
+        {"field": "zip", "type": "string", "meta": {"interface": "input"}},
+        {"field": "population", "type": "integer", "meta": {"interface": "input"}},
+        {"field": "coordinates", "type": "json", "meta": {"interface": "input-code", "options": {"language": "json"}, "note": "{lat, lng}"}}
+    ]
+}
+
+# Check if collections exist
+has_geo_clusters = any(c['collection'] == 'geo_clusters' for c in schema)
+has_geo_locations = any(c['collection'] == 'geo_locations' for c in schema)
+
+if not has_geo_clusters:
+    schema.append(geo_clusters)
+    print("✅ Added geo_clusters collection")
+
+if not has_geo_locations:
+    schema.append(geo_locations)
+    print("✅ Added geo_locations collection")
+
+# Save
+with open('unified_schema.json', 'w') as f:
+    json.dump(schema, f, indent=4)
+
+print(f"\n✅ Intelligence schema fixed! Total collections: {len(schema)}")
diff --git a/unified_schema.json b/unified_schema.json
index a686a9e..5f0811e 100644
--- a/unified_schema.json
+++ b/unified_schema.json
@@ -869,35 +869,109 @@
                 "meta": {
                     "interface": "input",
                     "required": true,
-                    "unique": true
+                    "note": "Unique slug"
+                }
+            },
+            {
+                "field": "slug",
+                "type": "string",
+                "meta": {
+                    "interface": "input",
+                    "required": true,
+                    "note": "URL-friendly identifier"
                 }
             },
             {
                 "field": "base_name",
                 "type": "string",
                 "meta": {
-                    "interface": "input"
+                    "interface": "input",
+                    "required": true
                 }
             },
             {
                 "field": "wealth_cluster",
                 "type": "string",
                 "meta": {
-                    "interface": "input"
+                    "interface": "select-dropdown",
+                    "options": {
+                        "choices": [
+                            {
+                                "text": "High Net Worth",
+                                "value": "high_net_worth"
+                            },
+                            {
+                                "text": "Mass Affluent",
+                                "value": "mass_affluent"
+                            },
+                            {
+                                "text": "Emerging",
+                                "value": "emerging"
+                            }
+                        ]
+                    }
                 }
             },
             {
                 "field": "business_niches",
                 "type": "json",
                 "meta": {
-                    "interface": "input-code"
+                    "interface": "list",
+                    "note": "Array of niche strings"
+                }
+            },
+            {
+                "field": "tech_stack",
+                "type": "json",
+                "meta": {
+                    "interface": "list",
+                    "note": "Technologies used"
+                }
+            },
+            {
+                "field": "identity_male",
+                "type": "string",
+                "meta": {
+                    "interface": "input"
+                }
+            },
+            {
+                "field": "identity_female",
+                "type": "string",
+                "meta": {
+                    "interface": "input"
+                }
+            },
+            {
+                "field": "identity_neutral",
+                "type": "string",
+                "meta": {
+                    "interface": "input"
+                }
+            },
+            {
+                "field": "pain_points",
+                "type": "json",
+                "meta": {
+                    "interface": "list"
+                }
+            },
+            {
+                "field": "goals",
+                "type": "json",
+                "meta": {
+                    "interface": "list"
                 }
             },
             {
                 "field": "data",
                 "type": "json",
                 "meta": {
-                    "interface": "input-code"
+                    "interface": "input-code",
+                    "options": {
+                        "language": "json"
+                    },
+                    "note": "Additional JSON data"
                 }
             }
         ]
@@ -1774,5 +1848,113 @@
                 }
             }
         ]
+    },
+    {
+        "collection": "geo_clusters",
+        "meta": {
+            "icon": "map",
+            "note": "Geographic clusters for targeting"
+        },
+        "fields": [
+            {
+                "field": "cluster_key",
+                "type": "string",
+                "meta": {
+                    "interface": "input",
+                    "required": true
+                }
+            },
+            {
+                "field": "name",
+                "type": "string",
+                "meta": {
+                    "interface": "input",
+                    "required": true
+                }
+            },
+            {
+                "field": "state",
+                "type": "string",
+                "meta": {
+                    "interface": "input"
+                }
+            },
+            {
+                "field": "description",
+                "type": "text",
+                "meta": {
+                    "interface": "input-multiline"
+                }
+            },
+            {
+                "field": "data",
+                "type": "json",
+                "meta": {
+                    "interface": "input-code",
+                    "options": {
+                        "language": "json"
+                    }
+                }
+            }
+        ]
+    },
+    {
+        "collection": "geo_locations",
+        "meta": {
+            "icon": "location_on",
+            "note": "Individual locations within clusters"
+        },
+        "fields": [
+            {
+                "field": "cluster",
+                "type": "uuid",
+                "meta": {
+                    "interface": "select-dropdown-m2o",
+                    "special": [
+                        "m2o"
+                    ]
+                }
+            },
+            {
+                "field": "city",
+                "type": "string",
+                "meta": {
+                    "interface": "input",
+                    "required": true
+                }
+            },
+            {
+                "field": "state",
+                "type": "string",
+                "meta": {
+                    "interface": "input"
+                }
+            },
+            {
+                "field": "zip",
+                "type": "string",
+                "meta": {
+                    "interface": "input"
+                }
+            },
+            {
+                "field": "population",
+                "type": "integer",
+                "meta": {
+                    "interface": "input"
+                }
+            },
+            {
+                "field": "coordinates",
+                "type": "json",
+                "meta": {
+                    "interface": "input-code",
+                    "options": {
+                        "language": "json"
+                    },
+                    "note": "{lat, lng}"
+                }
+            }
+        ]
     }
 ]
\ No newline at end of file