diff --git a/app/db/models.py b/app/db/models.py
index f9badcc..038b3d3 100644
--- a/app/db/models.py
+++ b/app/db/models.py
@@ -162,6 +162,7 @@ class InvestorMember(Base, TimestampMixin):
     role = Column(String, nullable=True)
     title = Column(String, nullable=True)  # Alternative to role
     email = Column(String, nullable=True)
+    linkedin = Column(String, nullable=True)  # LinkedIn profile URL
     source_url = Column(String, nullable=True)  # URL where member info was found
 
     investor_id = Column(Integer, ForeignKey("investors.id"))
@@ -215,6 +216,8 @@ class CompanyTable(Base, TimestampMixin):
     description = Column(String, nullable=True)
     founded_year = Column(Integer, nullable=True)
     website = Column(String, nullable=True)
+    product_service = Column(Text, nullable=True)  # Product/service description
+    clients = Column(JSON, nullable=True)  # List of client names or client information
 
     members = relationship(
         "CompanyMember", back_populates="company", cascade="all, delete-orphan"
@@ -300,6 +303,7 @@ class ProjectTable(Base, TimestampMixin):
     description = Column(Text, nullable=True)
     start_date = Column(DateTime, nullable=True)
     end_date = Column(DateTime, nullable=True)
+    is_archived = Column(Integer, default=0, nullable=False)  # 0 = active, 1 = archived
 
     sector = relationship(
         "SectorTable", secondary=project_sector_association, back_populates="projects"
diff --git a/app/routers/companies.py b/app/routers/companies.py
index d97a41b..887e438 100644
--- a/app/routers/companies.py
+++ b/app/routers/companies.py
@@ -63,11 +63,13 @@ def read_companies(
     # Transform CompanyTable objects to CompanyData format
     company_data_list = []
     for company in companies:
+        # Sort sectors alphabetically
+        sorted_sectors = sorted(company.sectors, key=lambda s: s.name) if company.sectors else []
         company_data = CompanyData(
             company=company,
             investors=company.investors,
             members=company.members,
-            sectors=company.sectors,
+            sectors=sorted_sectors,
         )
         company_data_list.append(company_data)
 
@@ -147,11 +149,13 @@ def filter_companies(
     # Transform to CompanyData format
     company_data_list = []
     for company in companies:
+        # Sort sectors alphabetically
+        sorted_sectors = sorted(company.sectors, key=lambda s: s.name) if company.sectors else []
         company_data = CompanyData(
             company=company,
             investors=company.investors,
             members=company.members,
-            sectors=company.sectors,
+            sectors=sorted_sectors,
         )
         company_data_list.append(company_data)
 
@@ -184,12 +188,15 @@ def read_company(company_id: int, db: Session = Depends(get_db)):
     if not company:
         raise HTTPException(status_code=404, detail="Company not found")
 
+    # Sort sectors alphabetically
+    sorted_sectors = sorted(company.sectors, key=lambda s: s.name) if company.sectors else []
+    
     # Transform to CompanyData format
     return CompanyData(
         company=company,
         investors=company.investors,
         members=company.members,
-        sectors=company.sectors,
+        sectors=sorted_sectors,
     )
 
 
@@ -250,12 +257,15 @@ def update_company(
         .first()
     )
 
+    # Sort sectors alphabetically
+    sorted_sectors = sorted(company_with_relations.sectors, key=lambda s: s.name) if company_with_relations.sectors else []
+    
     # Transform to CompanyData format
     return CompanyData(
         company=company_with_relations,
         investors=company_with_relations.investors,
         members=company_with_relations.members,
-        sectors=company_with_relations.sectors,
+        sectors=sorted_sectors,
     )
 
 
diff --git a/app/routers/investors.py b/app/routers/investors.py
index 4448c60..5d41df0 100644
--- a/app/routers/investors.py
+++ b/app/routers/investors.py
@@ -81,20 +81,38 @@ def read_investors(
         if not project:
             raise HTTPException(status_code=404, detail="Project not found")
 
-    # Get paginated results
-    investors = (
-        db.query(InvestorTable)
-        .options(
-            selectinload(InvestorTable.portfolio_companies),
-            selectinload(InvestorTable.team_members),
-            selectinload(InvestorTable.sectors),
-            selectinload(InvestorTable.funds).selectinload(FundTable.investment_stages),
-            selectinload(InvestorTable.funds).selectinload(FundTable.sectors),
+    # When project_id is provided, we need to get all investors first to sort by compatibility score
+    # Otherwise, we can paginate at the database level
+    if project is not None:
+        # Get all investors (we'll sort by compatibility score, then paginate)
+        all_investors = (
+            db.query(InvestorTable)
+            .options(
+                selectinload(InvestorTable.portfolio_companies),
+                selectinload(InvestorTable.team_members),
+                selectinload(InvestorTable.sectors),
+                selectinload(InvestorTable.funds).selectinload(FundTable.investment_stages),
+                selectinload(InvestorTable.funds).selectinload(FundTable.sectors),
+            )
+            .all()
+        )
+        # We'll paginate after sorting by compatibility score
+        investors = all_investors
+    else:
+        # Get paginated results (no sorting needed)
+        investors = (
+            db.query(InvestorTable)
+            .options(
+                selectinload(InvestorTable.portfolio_companies),
+                selectinload(InvestorTable.team_members),
+                selectinload(InvestorTable.sectors),
+                selectinload(InvestorTable.funds).selectinload(FundTable.investment_stages),
+                selectinload(InvestorTable.funds).selectinload(FundTable.sectors),
+            )
+            .offset(offset)
+            .limit(page_size)
+            .all()
         )
-        .offset(offset)
-        .limit(page_size)
-        .all()
-    )
 
     # Transform to InvestmentResponse format (one row per investor-fund combination)
     investment_responses = []
@@ -122,10 +140,10 @@ def read_investors(
                     else None
                 )
 
-                # Get top 3 sectors from fund (id and name only)
+                # Get top 3 sectors from fund (id and name only) - sorted alphabetically
                 fund_sectors = [
                     SectorMinimal(id=sector.id, name=sector.name)
-                    for sector in (fund.sectors[:3] if fund.sectors else [])
+                    for sector in sorted(fund.sectors[:3] if fund.sectors else [], key=lambda s: s.name)
                 ]
 
                 investment_response = InvestmentResponse(
@@ -166,6 +184,12 @@ def read_investors(
             )
             investment_responses.append(investment_response)
 
+    # Sort by compatibility score (descending) when project_id is provided
+    if project is not None:
+        investment_responses.sort(key=lambda x: x.compatibility_score, reverse=True)
+        # Apply pagination after sorting
+        investment_responses = investment_responses[offset:offset + page_size]
+
     # Calculate total pages
     total_pages = (total_count + page_size - 1) // page_size
 
@@ -257,9 +281,16 @@ def filter_investors(
     # Get total count before pagination
     total_count = query.count()
 
-    # Calculate offset and apply pagination
-    offset = (page - 1) * page_size
-    funds = query.offset(offset).limit(page_size).all()
+    # When project_id is provided, we need to get all funds first to sort by compatibility score
+    # Otherwise, we can paginate at the database level
+    if project is not None:
+        # Get all funds (we'll sort by compatibility score, then paginate)
+        all_funds = query.all()
+        funds = all_funds
+    else:
+        # Calculate offset and apply pagination (no sorting needed)
+        offset = (page - 1) * page_size
+        funds = query.offset(offset).limit(page_size).all()
 
     # Transform to InvestmentResponse format (one row per fund)
     investment_responses = []
@@ -286,10 +317,10 @@ def filter_investors(
             else None
         )
 
-        # Get top 3 sectors from fund (id and name only)
+        # Get top 3 sectors from fund (id and name only) - sorted alphabetically
         fund_sectors = [
             SectorMinimal(id=sector.id, name=sector.name)
-            for sector in (fund.sectors[:3] if fund.sectors else [])
+            for sector in sorted(fund.sectors[:3] if fund.sectors else [], key=lambda s: s.name)
         ]
 
         investment_response = InvestmentResponse(
@@ -308,6 +339,13 @@ def filter_investors(
         )
         investment_responses.append(investment_response)
 
+    # Sort by compatibility score (descending) when project_id is provided
+    if project is not None:
+        investment_responses.sort(key=lambda x: x.compatibility_score, reverse=True)
+        # Apply pagination after sorting
+        offset = (page - 1) * page_size
+        investment_responses = investment_responses[offset:offset + page_size]
+
     # Calculate total pages
     total_pages = (total_count + page_size - 1) // page_size
 
diff --git a/app/routers/projects.py b/app/routers/projects.py
index bc276aa..c4fcd17 100644
--- a/app/routers/projects.py
+++ b/app/routers/projects.py
@@ -24,19 +24,29 @@ router = APIRouter(tags=["Project Routes"])
 def read_projects(
     page: int = Query(1, ge=1, description="Page number (starts at 1)"),
     page_size: int = Query(10, ge=1, le=100, description="Items per page (max 100)"),
+    include_archived: bool = Query(False, description="Include archived projects"),
     db: Session = Depends(get_db),
 ):
-    """Get all projects with their related data (paginated)"""
+    """Get all projects with their related data (paginated)
+    
+    By default, archived projects are excluded. Set include_archived=True to include them.
+    """
     # Calculate offset
     offset = (page - 1) * page_size
 
+    # Start with base query
+    query = db.query(ProjectTable)
+    
+    # Filter out archived projects by default
+    if not include_archived:
+        query = query.filter(ProjectTable.is_archived == 0)
+
     # Get total count
-    total_count = db.query(ProjectTable).count()
+    total_count = query.count()
 
     # Get paginated results
     projects = (
-        db.query(ProjectTable)
-        .options(
+        query.options(
             selectinload(ProjectTable.sector),
             selectinload(ProjectTable.investors),
             selectinload(ProjectTable.companies),
@@ -162,7 +172,7 @@ def update_project(
 
 @router.delete("/projects/{project_id}")
 def delete_project(project_id: int, db: Session = Depends(get_db)):
-    """Delete a project"""
+    """Delete a project permanently"""
     db_project = db.query(ProjectTable).filter(ProjectTable.id == project_id).first()
 
     if not db_project:
@@ -174,6 +184,36 @@ def delete_project(project_id: int, db: Session = Depends(get_db)):
     return {"message": "Project deleted successfully"}
 
 
+@router.post("/projects/{project_id}/archive")
+def archive_project(project_id: int, db: Session = Depends(get_db)):
+    """Archive a project (soft delete)"""
+    db_project = db.query(ProjectTable).filter(ProjectTable.id == project_id).first()
+
+    if not db_project:
+        raise HTTPException(status_code=404, detail="Project not found")
+
+    db_project.is_archived = 1
+    db.commit()
+    db.refresh(db_project)
+
+    return {"message": "Project archived successfully", "project_id": project_id}
+
+
+@router.post("/projects/{project_id}/unarchive")
+def unarchive_project(project_id: int, db: Session = Depends(get_db)):
+    """Unarchive a project (restore from archive)"""
+    db_project = db.query(ProjectTable).filter(ProjectTable.id == project_id).first()
+
+    if not db_project:
+        raise HTTPException(status_code=404, detail="Project not found")
+
+    db_project.is_archived = 0
+    db.commit()
+    db.refresh(db_project)
+
+    return {"message": "Project unarchived successfully", "project_id": project_id}
+
+
 @router.get("/projects/filter", response_model=PaginatedResponse[ProjectData])
 def filter_projects(
     stage: Optional[InvestmentStage] = Query(
diff --git a/app/services/compatibility_score.py b/app/services/compatibility_score.py
index 1576fdb..707c0ba 100644
--- a/app/services/compatibility_score.py
+++ b/app/services/compatibility_score.py
@@ -174,9 +174,10 @@ def _calculate_project_fund_compatibility(
             or fund_geo_lower in project_location_lower
         ):
             geo_score = 15
-        # Check for common geographic terms or regional overlap
+        # Check for common geographic terms or regional overlap (continent/country matching)
         elif _check_geographic_overlap(project_location_lower, fund_geo_lower):
-            geo_score = 12
+            # Give higher score for continent/country matches (e.g., Germany -> Europe)
+            geo_score = 18
 
     total_score += geo_score
 
@@ -298,9 +299,10 @@ def _calculate_project_investor_direct_compatibility(
             project_location_lower in investor_geo_lower
             or investor_geo_lower in project_location_lower
         ):
-            geo_score = 10
+            geo_score = 15
         elif _check_geographic_overlap(project_location_lower, investor_geo_lower):
-            geo_score = 5
+            # Give higher score for continent/country matches (e.g., Germany -> Europe)
+            geo_score = 18
 
     total_score += geo_score
 
diff --git a/app/services/querying.py b/app/services/querying.py
index 2a8bca5..94fb252 100644
--- a/app/services/querying.py
+++ b/app/services/querying.py
@@ -258,10 +258,10 @@ Return ONLY the SQL query, no explanations or markdown.""",
                     else None
                 )
 
-                # Get top 3 sectors from fund (id and name only)
+                # Get top 3 sectors from fund (id and name only) - sorted alphabetically
                 fund_sectors = [
                     SectorMinimal(id=sector.id, name=sector.name)
-                    for sector in (fund.sectors[:3] if fund.sectors else [])
+                    for sector in sorted(fund.sectors[:3] if fund.sectors else [], key=lambda s: s.name)
                 ]
 
                 investment_response = InvestmentResponse(