diff --git a/app/db/__pycache__/db.cpython-312.pyc b/app/db/__pycache__/db.cpython-312.pyc
index 87ca129..c852d80 100644
Binary files a/app/db/__pycache__/db.cpython-312.pyc and b/app/db/__pycache__/db.cpython-312.pyc differ
diff --git a/app/db/db.py b/app/db/db.py
index 184edf1..ca7870b 100644
--- a/app/db/db.py
+++ b/app/db/db.py
@@ -14,7 +14,7 @@ Base = declarative_base()
 # Get absolute path to the preprocessor database
 # APP_DIR = Path(__file__).parent.parent
 # PREPROCESSOR_DB = APP_DIR.parent / "preprocessor" / "version_two.db"
-DATABASE_URL = os.getenv("DATABASE_URL", "sqlite:///./version_two.db")
+DATABASE_URL = os.getenv("DATABASE_URL", "sqlite:///./investors.db")
 
 # Create engine
 engine = create_engine(DATABASE_URL, echo=False)
diff --git a/app/routers/__pycache__/investors.cpython-312.pyc b/app/routers/__pycache__/investors.cpython-312.pyc
index 1e64e4f..f98ebd5 100644
Binary files a/app/routers/__pycache__/investors.cpython-312.pyc and b/app/routers/__pycache__/investors.cpython-312.pyc differ
diff --git a/app/routers/investors.py b/app/routers/investors.py
index 951e04f..7537b94 100644
--- a/app/routers/investors.py
+++ b/app/routers/investors.py
@@ -18,22 +18,24 @@ router = APIRouter(tags=["Investor Routes"])
 class InvestorCreate(BaseModel):
     name: str
     description: Optional[str] = None
+    website: Optional[str] = None
+    headquarters: Optional[str] = None
     aum: int
     check_size_lower: int
     check_size_upper: int
     geographic_focus: str
-    stage_focus: InvestmentStage
     number_of_investments: int = 0
 
 
 class InvestorUpdate(BaseModel):
     name: Optional[str] = None
     description: Optional[str] = None
+    website: Optional[str] = None
+    headquarters: Optional[str] = None
     aum: Optional[int] = None
     check_size_lower: Optional[int] = None
     check_size_upper: Optional[int] = None
     geographic_focus: Optional[str] = None
-    stage_focus: Optional[InvestmentStage] = None
     number_of_investments: Optional[int] = None
 
 
@@ -155,8 +157,9 @@ def filter_investors(
     )
 
     # Apply filters
-    if stage:
-        query = query.filter(InvestorTable.stage_focus == stage)
+    # Note: stage filtering is now done at fund level via fund.investment_stages
+    # if stage:
+    #     query = query.filter(InvestorTable.stage_focus == stage)
 
     if min_check_size is not None:
         query = query.filter(InvestorTable.check_size_lower >= min_check_size)
@@ -413,9 +416,10 @@ def find_similar_investors(
     for candidate in candidates:
         score = 0
 
-        # Stage focus match (30 points)
-        if candidate.stage_focus == target_investor.stage_focus:
-            score += 30
+        # Stage focus match is now handled at fund level
+        # Skip stage matching at investor level since stage_focus no longer exists
+        # if candidate.stage_focus == target_investor.stage_focus:
+        #     score += 30
 
         # Geographic focus match (20 points for exact, 10 for partial)
         if candidate.geographic_focus and target_investor.geographic_focus:
diff --git a/app/schemas/__pycache__/router_schemas.cpython-312.pyc b/app/schemas/__pycache__/router_schemas.cpython-312.pyc
index 65ff42c..69fb8c4 100644
Binary files a/app/schemas/__pycache__/router_schemas.cpython-312.pyc and b/app/schemas/__pycache__/router_schemas.cpython-312.pyc differ
diff --git a/app/schemas/router_schemas.py b/app/schemas/router_schemas.py
index e43382f..e9ad155 100644
--- a/app/schemas/router_schemas.py
+++ b/app/schemas/router_schemas.py
@@ -1,6 +1,6 @@
 from datetime import datetime
 from enum import Enum
-from typing import List, Optional
+from typing import Any, List, Optional
 
 from pydantic import BaseModel
 
@@ -89,11 +89,20 @@ class InvestorSchema(BaseModel):
     id: int
     name: str
     description: Optional[str]
+    website: Optional[str] = None
+    headquarters: Optional[str] = None
     aum: int | None
+    aum_as_of_date: str | None = None
+    aum_source_url: str | None = None
     check_size_lower: int | None
     check_size_upper: int | None
     geographic_focus: str | None
-    stage_focus: InvestmentStage
+    investment_thesis: Any = (
+        None  # Flexible JSON field - can be list, dict, or list of dicts
+    )
+    portfolio_highlights: Any = (
+        None  # Flexible JSON field - can be list, dict, or list of dicts
+    )
     number_of_investments: int | None
     created_at: Optional[datetime] = None
     updated_at: Optional[datetime] = None
@@ -131,8 +140,8 @@ class InvestorFundData(BaseModel):
     aum: int | None
     aum_as_of_date: str | None
     aum_source_url: str | None
-    investment_thesis: List[str] | None
-    portfolio_highlights: List[str] | None
+    investment_thesis: Any = None  # Flexible JSON field
+    portfolio_highlights: Any = None  # Flexible JSON field
     number_of_investments: int | None
 
     # Fund fields
diff --git a/investors.db b/investors.db
new file mode 100644
index 0000000..721e448
Binary files /dev/null and b/investors.db differ