diff --git a/.dev_session/SESSION_INFO b/.dev_session/SESSION_INFO
index d1b33a01..9371c096 100644
--- a/.dev_session/SESSION_INFO
+++ b/.dev_session/SESSION_INFO
@@ -1 +1 @@
-{"task_id": "2ff88f42-8544-8050-8245-c3bb852058f4", "token": "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", "session_start_time": "2026-02-23T13:57:05.351873"}
\ No newline at end of file
+{"task_id": "31188f42-8544-80f0-b21a-c6beaa9ea3a1", "token": "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", "session_start_time": "2026-02-24T06:47:22.751414"}
\ No newline at end of file
diff --git a/check_matrix.py b/check_matrix.py
new file mode 100644
index 00000000..bc8f397b
--- /dev/null
+++ b/check_matrix.py
@@ -0,0 +1,25 @@
+import os
+import sys
+
+# Add the company-explorer directory to the Python path
+sys.path.append(os.path.abspath(os.path.join(os.getcwd(), 'company-explorer')))
+
+from backend.database import SessionLocal, MarketingMatrix, Industry, Persona
+import json
+
+db = SessionLocal()
+try:
+    count = db.query(MarketingMatrix).count()
+    print(f"MarketingMatrix count: {count}")
+    
+    if count > 0:
+        first = db.query(MarketingMatrix).first()
+        print(f"First entry: ID={first.id}, Industry={first.industry_id}, Persona={first.persona_id}")
+    else:
+        print("MarketingMatrix is empty.")
+        # Check if we have industries and personas
+        ind_count = db.query(Industry).count()
+        pers_count = db.query(Persona).count()
+        print(f"Industries: {ind_count}, Personas: {pers_count}")
+finally:
+    db.close()
\ No newline at end of file
diff --git a/company-explorer/__init__.py b/company-explorer/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/company-explorer/backend/app.py b/company-explorer/backend/app.py
index 1706c1bb..a09cff67 100644
--- a/company-explorer/backend/app.py
+++ b/company-explorer/backend/app.py
@@ -32,11 +32,12 @@ setup_logging()
 import logging
 logger = logging.getLogger(__name__)
 
-from .database import init_db, get_db, Company, Signal, EnrichmentData, RoboticsCategory, Contact, Industry, JobRoleMapping, ReportedMistake, MarketingMatrix, Persona, RawJobTitle
+from .database import init_db, get_db, Company, Signal, EnrichmentData, RoboticsCategory, Contact, Industry, JobRolePattern, ReportedMistake, MarketingMatrix, Persona, RawJobTitle
 from .services.deduplication import Deduplicator
 from .services.discovery import DiscoveryService
 from .services.scraping import ScraperService
 from .services.classification import ClassificationService
+from .services.role_mapping import RoleMappingService
 
 # Initialize App
 app = FastAPI(
@@ -119,6 +120,25 @@ class IndustryDetails(BaseModel):
     class Config:
         from_attributes = True
 
+class MarketingMatrixUpdate(BaseModel):
+    subject: Optional[str] = None
+    intro: Optional[str] = None
+    social_proof: Optional[str] = None
+
+class MarketingMatrixResponse(BaseModel):
+    id: int
+    industry_id: int
+    persona_id: int
+    industry_name: str
+    persona_name: str
+    subject: Optional[str] = None
+    intro: Optional[str] = None
+    social_proof: Optional[str] = None
+    updated_at: datetime
+
+    class Config:
+        from_attributes = True
+
 class ContactResponse(BaseModel):
     id: int
     first_name: Optional[str] = None
@@ -314,23 +334,21 @@ def provision_superoffice_contact(
         logger.info(f"Created new person {req.so_person_id} for company {company.name}")
     
     # Update Job Title & Role logic
-    if req.job_title:
+    if req.job_title and req.job_title != person.job_title:
         person.job_title = req.job_title
         
-        # Simple classification fallback
-        mappings = db.query(JobRoleMapping).all()
-        found_role = None
-        for m in mappings:
-            pattern_clean = m.pattern.replace("%", "").lower()
-            if pattern_clean in req.job_title.lower():
-                found_role = m.role
-                break
+        # New, service-based classification
+        role_mapping_service = RoleMappingService(db)
+        found_role = role_mapping_service.get_role_for_job_title(req.job_title)
         
-        # ALWAYS update role, even if to None, to avoid 'sticking' old roles
         if found_role != person.role:
-            logger.info(f"Role Change for {person.so_person_id}: {person.role} -> {found_role}")
+            logger.info(f"Role Change for {person.so_person_id} via Mapping Service: {person.role} -> {found_role}")
             person.role = found_role
             
+        if not found_role:
+            # If no role was found, we log it for future pattern mining
+            role_mapping_service.add_or_update_unclassified_title(req.job_title)
+            
     db.commit()
     db.refresh(person)
     
@@ -429,6 +447,8 @@ def export_companies_csv(db: Session = Depends(get_db), username: str = Depends(
     from fastapi.responses import StreamingResponse
 
     output = io.StringIO()
+    # Add UTF-8 BOM for Excel
+    output.write('\ufeff')
     writer = csv.writer(output)
 
     # Header
@@ -567,7 +587,229 @@ def list_industries(db: Session = Depends(get_db), username: str = Depends(authe
 
 @app.get("/api/job_roles")
 def list_job_roles(db: Session = Depends(get_db), username: str = Depends(authenticate_user)):
-    return db.query(JobRoleMapping).order_by(JobRoleMapping.pattern.asc()).all()
+    return db.query(JobRolePattern).order_by(JobRolePattern.priority.asc()).all()
+
+# --- Marketing Matrix Endpoints ---
+
+@app.get("/api/matrix", response_model=List[MarketingMatrixResponse])
+def get_marketing_matrix(
+    industry_id: Optional[int] = Query(None),
+    persona_id: Optional[int] = Query(None),
+    db: Session = Depends(get_db),
+    username: str = Depends(authenticate_user)
+):
+    query = db.query(MarketingMatrix).options(
+        joinedload(MarketingMatrix.industry),
+        joinedload(MarketingMatrix.persona)
+    )
+    
+    if industry_id:
+        query = query.filter(MarketingMatrix.industry_id == industry_id)
+    if persona_id:
+        query = query.filter(MarketingMatrix.persona_id == persona_id)
+        
+    entries = query.all()
+    
+    # Map to response model
+    return [
+        MarketingMatrixResponse(
+            id=e.id,
+            industry_id=e.industry_id,
+            persona_id=e.persona_id,
+            industry_name=e.industry.name if e.industry else "Unknown",
+            persona_name=e.persona.name if e.persona else "Unknown",
+            subject=e.subject,
+            intro=e.intro,
+            social_proof=e.social_proof,
+            updated_at=e.updated_at
+        ) for e in entries
+    ]
+
+@app.get("/api/matrix/export")
+def export_matrix_csv(
+    industry_id: Optional[int] = Query(None),
+    persona_id: Optional[int] = Query(None),
+    db: Session = Depends(get_db),
+    username: str = Depends(authenticate_user)
+):
+    """
+    Exports a CSV of the marketing matrix, optionally filtered.
+    """
+    import io
+    import csv
+    from fastapi.responses import StreamingResponse
+
+    query = db.query(MarketingMatrix).options(
+        joinedload(MarketingMatrix.industry),
+        joinedload(MarketingMatrix.persona)
+    )
+    
+    if industry_id:
+        query = query.filter(MarketingMatrix.industry_id == industry_id)
+    if persona_id:
+        query = query.filter(MarketingMatrix.persona_id == persona_id)
+        
+    entries = query.all()
+
+    output = io.StringIO()
+    # Add UTF-8 BOM for Excel
+    output.write('\ufeff')
+    writer = csv.writer(output)
+
+    # Header
+    writer.writerow([
+        "ID", "Industry", "Persona", "Subject", "Intro", "Social Proof", "Last Updated"
+    ])
+
+    for e in entries:
+        writer.writerow([
+            e.id,
+            e.industry.name if e.industry else "Unknown",
+            e.persona.name if e.persona else "Unknown",
+            e.subject,
+            e.intro,
+            e.social_proof,
+            e.updated_at.strftime('%Y-%m-%d %H:%M:%S') if e.updated_at else "-"
+        ])
+
+    output.seek(0)
+    
+    filename = f"marketing_matrix_{datetime.utcnow().strftime('%Y-%m-%d')}.csv"
+    return StreamingResponse(
+        output,
+        media_type="text/csv",
+        headers={"Content-Disposition": f"attachment; filename={filename}"}
+    )
+
+@app.put("/api/matrix/{entry_id}", response_model=MarketingMatrixResponse)
+def update_matrix_entry(
+    entry_id: int,
+    data: MarketingMatrixUpdate,
+    db: Session = Depends(get_db),
+    username: str = Depends(authenticate_user)
+):
+    entry = db.query(MarketingMatrix).options(
+        joinedload(MarketingMatrix.industry),
+        joinedload(MarketingMatrix.persona)
+    ).filter(MarketingMatrix.id == entry_id).first()
+    
+    if not entry:
+        raise HTTPException(status_code=404, detail="Matrix entry not found")
+    
+    if data.subject is not None:
+        entry.subject = data.subject
+    if data.intro is not None:
+        entry.intro = data.intro
+    if data.social_proof is not None:
+        entry.social_proof = data.social_proof
+        
+    entry.updated_at = datetime.utcnow()
+    db.commit()
+    db.refresh(entry)
+    
+    return MarketingMatrixResponse(
+        id=entry.id,
+        industry_id=entry.industry_id,
+        persona_id=entry.persona_id,
+        industry_name=entry.industry.name if entry.industry else "Unknown",
+        persona_name=entry.persona.name if entry.persona else "Unknown",
+        subject=entry.subject,
+        intro=entry.intro,
+        social_proof=entry.social_proof,
+        updated_at=entry.updated_at
+    )
+
+@app.get("/api/matrix/personas")
+def list_personas(db: Session = Depends(get_db), username: str = Depends(authenticate_user)):
+    return db.query(Persona).all()
+
+class JobRolePatternCreate(BaseModel):
+    pattern_type: str
+    pattern_value: str
+    role: str
+    priority: int = 100
+
+class JobRolePatternResponse(BaseModel):
+    id: int
+    pattern_type: str
+    pattern_value: str
+    role: str
+    priority: int
+    is_active: bool
+    created_by: str
+    created_at: datetime
+    updated_at: datetime
+
+    class Config:
+        from_attributes = True
+
+class ClassificationResponse(BaseModel):
+    status: str
+    processed: int
+    new_patterns: int
+
+@app.post("/api/job_roles", response_model=JobRolePatternResponse)
+def create_job_role(
+    job_role: JobRolePatternCreate, 
+    db: Session = Depends(get_db), 
+    username: str = Depends(authenticate_user)
+):
+    db_job_role = JobRolePattern(
+        pattern_type=job_role.pattern_type,
+        pattern_value=job_role.pattern_value,
+        role=job_role.role,
+        priority=job_role.priority,
+        created_by="user"
+    )
+    db.add(db_job_role)
+    db.commit()
+    db.refresh(db_job_role)
+    return db_job_role
+
+@app.put("/api/job_roles/{role_id}", response_model=JobRolePatternResponse)
+def update_job_role(
+    role_id: int, 
+    job_role: JobRolePatternCreate, 
+    db: Session = Depends(get_db), 
+    username: str = Depends(authenticate_user)
+):
+    db_job_role = db.query(JobRolePattern).filter(JobRolePattern.id == role_id).first()
+    if not db_job_role:
+        raise HTTPException(status_code=404, detail="Job role not found")
+    
+    db_job_role.pattern_type = job_role.pattern_type
+    db_job_role.pattern_value = job_role.pattern_value
+    db_job_role.role = job_role.role
+    db_job_role.priority = job_role.priority
+    db_job_role.updated_at = datetime.utcnow()
+    db.commit()
+    db.refresh(db_job_role)
+    return db_job_role
+
+@app.delete("/api/job_roles/{role_id}")
+def delete_job_role(
+    role_id: int, 
+    db: Session = Depends(get_db), 
+    username: str = Depends(authenticate_user)
+):
+    db_job_role = db.query(JobRolePattern).filter(JobRolePattern.id == role_id).first()
+    if not db_job_role:
+        raise HTTPException(status_code=404, detail="Job role not found")
+    
+    db.delete(db_job_role)
+    db.commit()
+    return {"status": "deleted"}
+
+@app.post("/api/job_roles/classify-batch", response_model=ClassificationResponse)
+def classify_batch_job_roles(
+    background_tasks: BackgroundTasks,
+    username: str = Depends(authenticate_user)
+):
+    """
+    Triggers a background task to classify all unmapped job titles from the inbox.
+    """
+    background_tasks.add_task(run_batch_classification_task)
+    return {"status": "queued", "processed": 0, "new_patterns": 0}
 
 @app.get("/api/job_roles/raw")
 def list_raw_job_titles(
@@ -947,6 +1189,66 @@ def run_analysis_task(company_id: int):
     finally:
         db.close()
 
+def run_batch_classification_task():
+    from .database import SessionLocal
+    from .lib.core_utils import call_gemini_flash
+    import json
+
+    db = SessionLocal()
+    logger.info("--- [BACKGROUND TASK] Starting Batch Job Title Classification ---")
+    BATCH_SIZE = 50
+
+    try:
+        personas = db.query(Persona).all()
+        available_roles = [p.name for p in personas]
+        if not available_roles:
+            logger.error("No Personas found. Aborting classification task.")
+            return
+
+        unmapped_titles = db.query(RawJobTitle).filter(RawJobTitle.is_mapped == False).all()
+        if not unmapped_titles:
+            logger.info("No unmapped titles to process.")
+            return
+
+        logger.info(f"Found {len(unmapped_titles)} unmapped titles. Processing in batches of {BATCH_SIZE}.")
+
+        for i in range(0, len(unmapped_titles), BATCH_SIZE):
+            batch = unmapped_titles[i:i + BATCH_SIZE]
+            title_strings = [item.title for item in batch]
+            
+            prompt = f'''You are an expert in B2B contact segmentation. Classify the following job titles into one of the provided roles: {', '.join(available_roles)}. Respond ONLY with a valid JSON object mapping the title to the role. Use "Influencer" as a fallback. Titles: {json.dumps(title_strings)}'''
+            
+            response_text = ""
+            try:
+                response_text = call_gemini_flash(prompt, json_mode=True)
+                if response_text.strip().startswith("```json"):
+                    response_text = response_text.strip()[7:-4]
+                classifications = json.loads(response_text)
+            except Exception as e:
+                logger.error(f"LLM response error for batch, skipping. Error: {e}. Response: {response_text}")
+                continue
+
+            new_patterns = 0
+            for title_obj in batch:
+                original_title = title_obj.title
+                assigned_role = classifications.get(original_title)
+
+                if assigned_role and assigned_role in available_roles:
+                    if not db.query(JobRolePattern).filter(JobRolePattern.pattern_value == original_title).first():
+                        db.add(JobRolePattern(pattern_type='exact', pattern_value=original_title, role=assigned_role, priority=90, created_by='llm_batch'))
+                        new_patterns += 1
+                    title_obj.is_mapped = True
+            
+            db.commit()
+            logger.info(f"Batch {i//BATCH_SIZE + 1} complete. Created {new_patterns} new patterns.")
+
+    except Exception as e:
+        logger.critical(f"--- [BACKGROUND TASK] CRITICAL ERROR during classification ---", exc_info=True)
+        db.rollback()
+    finally:
+        db.close()
+        logger.info("--- [BACKGROUND TASK] Finished Batch Job Title Classification ---")
+
 # --- Serve Frontend ---
 static_path = "/frontend_static"
 if not os.path.exists(static_path):
diff --git a/company-explorer/backend/database.py b/company-explorer/backend/database.py
index 16318934..7c60d212 100644
--- a/company-explorer/backend/database.py
+++ b/company-explorer/backend/database.py
@@ -157,17 +157,24 @@ class Industry(Base):
     created_at = Column(DateTime, default=datetime.utcnow)
 
 
-class JobRoleMapping(Base):
+class JobRolePattern(Base):
     """
-    Maps job title patterns (regex or simple string) to Roles.
+    Maps job title patterns (regex or exact string) to internal Roles.
     """
-    __tablename__ = "job_role_mappings"
+    __tablename__ = "job_role_patterns"
 
     id = Column(Integer, primary_key=True, index=True)
-    pattern = Column(String, unique=True) # e.g. "%CTO%" or "Technischer Leiter"
-    role = Column(String) # The target Role
+    
+    pattern_type = Column(String, default="exact", index=True) # 'exact' or 'regex'
+    pattern_value = Column(String, unique=True) # e.g. "Technischer Leiter" or "(?i)leiter.*technik"
+    role = Column(String, index=True) # The target Role, maps to Persona.name
+    priority = Column(Integer, default=100) # Lower number means higher priority
+    
+    is_active = Column(Boolean, default=True)
+    created_by = Column(String, default="system") # 'system', 'user', 'llm'
     
     created_at = Column(DateTime, default=datetime.utcnow)
+    updated_at = Column(DateTime, default=datetime.utcnow, onupdate=datetime.utcnow)
 
 class RawJobTitle(Base):
     """
@@ -196,7 +203,7 @@ class Persona(Base):
     __tablename__ = "personas"
 
     id = Column(Integer, primary_key=True, index=True)
-    name = Column(String, unique=True, index=True) # Matches the 'role' string in JobRoleMapping
+    name = Column(String, unique=True, index=True) # Matches the 'role' string in JobRolePattern
     
     pains = Column(Text, nullable=True) # JSON list or multiline string
     gains = Column(Text, nullable=True) # JSON list or multiline string
diff --git a/company-explorer/backend/scripts/__init__.py b/company-explorer/backend/scripts/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/company-explorer/backend/scripts/check_mappings.py b/company-explorer/backend/scripts/check_mappings.py
index 55657337..65be09b4 100644
--- a/company-explorer/backend/scripts/check_mappings.py
+++ b/company-explorer/backend/scripts/check_mappings.py
@@ -5,14 +5,14 @@ import os
 # Setup Environment
 sys.path.append(os.path.join(os.path.dirname(__file__), "../../"))
 
-from backend.database import SessionLocal, JobRoleMapping
+from backend.database import SessionLocal, JobRolePattern
 
 def check_mappings():
     db = SessionLocal()
-    count = db.query(JobRoleMapping).count()
-    print(f"Total JobRoleMappings: {count}")
+    count = db.query(JobRolePattern).count()
+    print(f"Total JobRolePatterns: {count}")
     
-    examples = db.query(JobRoleMapping).limit(5).all()
+    examples = db.query(JobRolePattern).limit(5).all()
     for ex in examples:
         print(f"  - {ex.pattern} -> {ex.role}")
         
diff --git a/company-explorer/backend/scripts/classify_unmapped_titles.py b/company-explorer/backend/scripts/classify_unmapped_titles.py
new file mode 100644
index 00000000..a09a3631
--- /dev/null
+++ b/company-explorer/backend/scripts/classify_unmapped_titles.py
@@ -0,0 +1,171 @@
+import sys
+import os
+import argparse
+import json
+import logging
+from sqlalchemy.orm import sessionmaker, declarative_base
+from sqlalchemy import create_engine, Column, Integer, String, Boolean, DateTime
+from datetime import datetime
+
+# --- Standalone Configuration ---
+# Add the project root to the Python path to find the LLM utility
+sys.path.insert(0, '/app')
+from company_explorer.backend.lib.core_utils import call_gemini_flash
+
+DATABASE_URL = "sqlite:////app/companies_v3_fixed_2.db"
+LOG_FILE = "/app/Log_from_docker/batch_classifier.log"
+BATCH_SIZE = 50 # Number of titles to process in one LLM call
+
+# --- Logging Setup ---
+os.makedirs(os.path.dirname(LOG_FILE), exist_ok=True)
+logging.basicConfig(
+    level=logging.INFO,
+    format='%(asctime)s - %(levelname)s - %(message)s',
+    handlers=[
+        logging.FileHandler(LOG_FILE),
+        logging.StreamHandler()
+    ]
+)
+logger = logging.getLogger(__name__)
+
+# --- SQLAlchemy Models (self-contained) ---
+Base = declarative_base()
+
+class RawJobTitle(Base):
+    __tablename__ = 'raw_job_titles'
+    id = Column(Integer, primary_key=True)
+    title = Column(String, unique=True, index=True)
+    count = Column(Integer, default=1)
+    source = Column(String)
+    is_mapped = Column(Boolean, default=False)
+    created_at = Column(DateTime, default=datetime.now)
+    updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now)
+
+class JobRolePattern(Base):
+    __tablename__ = "job_role_patterns"
+    id = Column(Integer, primary_key=True, index=True)
+    pattern_type = Column(String, default="exact", index=True)
+    pattern_value = Column(String, unique=True)
+    role = Column(String, index=True)
+    priority = Column(Integer, default=100)
+    is_active = Column(Boolean, default=True)
+    created_by = Column(String, default="system")
+    created_at = Column(DateTime, default=datetime.utcnow)
+    updated_at = Column(DateTime, default=datetime.utcnow, onupdate=datetime.utcnow)
+
+class Persona(Base):
+    __tablename__ = "personas"
+    id = Column(Integer, primary_key=True, index=True)
+    name = Column(String, unique=True, index=True)
+    pains = Column(String)
+    gains = Column(String)
+    created_at = Column(DateTime, default=datetime.utcnow)
+    updated_at = Column(DateTime, default=datetime.utcnow, onupdate=datetime.utcnow)
+
+# --- Database Connection ---
+engine = create_engine(DATABASE_URL)
+SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)
+
+def build_classification_prompt(titles_to_classify, available_roles):
+    """Builds the prompt for the LLM to classify a batch of job titles."""
+    prompt = f"""
+    You are an expert in B2B contact segmentation. Your task is to classify a list of job titles into predefined roles.
+
+    Analyze the following list of job titles and assign each one to the most appropriate role from the list provided.
+    
+    The available roles are:
+    - {', '.join(available_roles)}
+
+    RULES:
+    1.  Respond ONLY with a valid JSON object. Do not include any text, explanations, or markdown code fences before or after the JSON.
+    2.  The JSON object should have the original job title as the key and the assigned role as the value.
+    3.  If a job title is ambiguous or you cannot confidently classify it, assign the value "Influencer". Use this as a fallback.
+    4.  Do not invent new roles. Only use the roles from the provided list.
+
+    Here are the job titles to classify:
+    {json.dumps(titles_to_classify, indent=2)}
+
+    Your JSON response:
+    """
+    return prompt
+
+def classify_and_store_titles():
+    db = SessionLocal()
+    try:
+        # 1. Fetch available persona names (roles)
+        personas = db.query(Persona).all()
+        available_roles = [p.name for p in personas]
+        if not available_roles:
+            logger.error("No Personas/Roles found in the database. Cannot classify. Please seed personas first.")
+            return
+            
+        logger.info(f"Classifying based on these roles: {available_roles}")
+
+        # 2. Fetch unmapped titles
+        unmapped_titles = db.query(RawJobTitle).filter(RawJobTitle.is_mapped == False).all()
+        if not unmapped_titles:
+            logger.info("No unmapped job titles found. Nothing to do.")
+            return
+
+        logger.info(f"Found {len(unmapped_titles)} unmapped job titles to process.")
+        
+        # 3. Process in batches
+        for i in range(0, len(unmapped_titles), BATCH_SIZE):
+            batch = unmapped_titles[i:i + BATCH_SIZE]
+            title_strings = [item.title for item in batch]
+            
+            logger.info(f"Processing batch {i//BATCH_SIZE + 1} of { (len(unmapped_titles) + BATCH_SIZE - 1) // BATCH_SIZE } with {len(title_strings)} titles...")
+            
+            # 4. Call LLM
+            prompt = build_classification_prompt(title_strings, available_roles)
+            response_text = ""
+            try:
+                response_text = call_gemini_flash(prompt, json_mode=True)
+                # Clean potential markdown fences
+                if response_text.strip().startswith("```json"):
+                    response_text = response_text.strip()[7:-4]
+                
+                classifications = json.loads(response_text)
+            except Exception as e:
+                logger.error(f"Failed to get or parse LLM response for batch. Skipping. Error: {e}")
+                logger.error(f"Raw response was: {response_text}")
+                continue
+
+            # 5. Process results
+            new_patterns = 0
+            for title_obj in batch:
+                original_title = title_obj.title
+                assigned_role = classifications.get(original_title)
+
+                if assigned_role and assigned_role in available_roles:
+                    exists = db.query(JobRolePattern).filter(JobRolePattern.pattern_value == original_title).first()
+                    if not exists:
+                        new_pattern = JobRolePattern(
+                            pattern_type='exact',
+                            pattern_value=original_title,
+                            role=assigned_role,
+                            priority=90, 
+                            created_by='llm_batch'
+                        )
+                        db.add(new_pattern)
+                        new_patterns += 1
+                    title_obj.is_mapped = True
+                else:
+                    logger.warning(f"Could not classify '{original_title}' or role '{assigned_role}' is invalid. It will be re-processed later.")
+
+            db.commit()
+            logger.info(f"Batch {i//BATCH_SIZE + 1} complete. Created {new_patterns} new mapping patterns.")
+
+    except Exception as e:
+        logger.error(f"An unexpected error occurred: {e}", exc_info=True)
+        db.rollback()
+    finally:
+        db.close()
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="Batch classify unmapped job titles using an LLM.")
+    args = parser.parse_args()
+    
+    logger.info("--- Starting Batch Classification Script ---")
+    classify_and_store_titles()
+    logger.info("--- Batch Classification Script Finished ---")
\ No newline at end of file
diff --git a/company-explorer/backend/scripts/import_job_titles.py b/company-explorer/backend/scripts/import_job_titles.py
index d59f16e2..b31fe585 100644
--- a/company-explorer/backend/scripts/import_job_titles.py
+++ b/company-explorer/backend/scripts/import_job_titles.py
@@ -1,95 +1,66 @@
 import sys
 import os
 import csv
+from collections import Counter
 import argparse
-from datetime import datetime
 
-# Setup Environment
-sys.path.append(os.path.join(os.path.dirname(__file__), "../../"))
+# Add the 'backend' directory to the path
+sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
 
-from backend.database import SessionLocal, RawJobTitle, init_db, engine, Base
+from database import SessionLocal, RawJobTitle
+from lib.logging_setup import setup_logging
+import logging
 
-def import_titles(file_path: str, delimiter: str = ';'):
-    print(f"🚀 Starting Import from {file_path}...")
-    
-    # Ensure Table Exists
-    RawJobTitle.__table__.create(bind=engine, checkfirst=True)
-    
+setup_logging()
+logger = logging.getLogger(__name__)
+
+def import_job_titles_from_csv(file_path: str):
     db = SessionLocal()
-    total_rows = 0
-    new_titles = 0
-    updated_titles = 0
-    
     try:
-        with open(file_path, 'r', encoding='utf-8-sig') as f: # utf-8-sig handles BOM from Excel
-            # Try to detect header
-            sample = f.read(1024)
-            has_header = csv.Sniffer().has_header(sample)
-            f.seek(0)
-            
-            reader = csv.reader(f, delimiter=delimiter)
-            
-            if has_header:
-                headers = next(reader)
-                print(f"ℹ️ Header detected: {headers}")
-                # Try to find the right column index
-                col_idx = 0
-                for i, h in enumerate(headers):
-                    if h.lower() in ['funktion', 'jobtitle', 'title', 'position', 'rolle']:
-                        col_idx = i
-                        print(f"  -> Using column '{h}' (Index {i})")
-                        break
-            else:
-                col_idx = 0
-                print("ℹ️ No header detected, using first column.")
+        logger.info(f"Starting import of job titles from {file_path}")
+        
+        # Use Counter to get frequencies directly from the CSV
+        job_title_counts = Counter()
+        total_rows = 0
 
-            # Process Rows
+        with open(file_path, 'r', encoding='utf-8') as f:
+            reader = csv.reader(f)
+            # Assuming the CSV contains only job titles, one per row
             for row in reader:
-                if not row: continue
-                if len(row) <= col_idx: continue
-                
-                raw_title = row[col_idx].strip()
-                if not raw_title: continue # Skip empty
-                
-                total_rows += 1
-                
-                # Check existance
-                existing = db.query(RawJobTitle).filter(RawJobTitle.title == raw_title).first()
-                
-                if existing:
-                    existing.count += 1
-                    existing.updated_at = datetime.utcnow()
-                    updated_titles += 1
-                else:
-                    db.add(RawJobTitle(title=raw_title, count=1))
-                    new_titles += 1
-                
-                if total_rows % 100 == 0:
-                    db.commit()
-                    print(f"  Processed {total_rows} rows...", end='\r')
+                if row and row[0].strip():
+                    title = row[0].strip()
+                    job_title_counts[title] += 1
+                    total_rows += 1
+        
+        logger.info(f"Read {total_rows} total job title entries. Found {len(job_title_counts)} unique titles.")
+
+        added_count = 0
+        updated_count = 0
+
+        for title, count in job_title_counts.items():
+            existing_title = db.query(RawJobTitle).filter(RawJobTitle.title == title).first()
+            if existing_title:
+                if existing_title.count != count:
+                    existing_title.count = count
+                    updated_count += 1
+                # If it exists and count is the same, do nothing.
+            else:
+                new_title = RawJobTitle(title=title, count=count, source="csv_import", is_mapped=False)
+                db.add(new_title)
+                added_count += 1
+        
+        db.commit()
+        logger.info(f"Import complete. Added {added_count} new unique titles, updated {updated_count} existing titles.")
 
-            db.commit()
-            
     except Exception as e:
-        print(f"\n❌ Error: {e}")
+        logger.error(f"Error during job title import: {e}", exc_info=True)
         db.rollback()
     finally:
         db.close()
 
-    print(f"\n✅ Import Complete.")
-    print(f"   Total Processed: {total_rows}")
-    print(f"   New Unique Titles: {new_titles}")
-    print(f"   Updated Frequencies: {updated_titles}")
-
 if __name__ == "__main__":
-    parser = argparse.ArgumentParser(description="Import Job Titles from CSV")
-    parser.add_argument("file", help="Path to CSV file")
-    parser.add_argument("--delimiter", default=";", help="CSV Delimiter (default: ';')")
-    
+    parser = argparse.ArgumentParser(description="Import job titles from a CSV file into the RawJobTitle database table.")
+    parser.add_argument("file_path", type=str, help="Path to the CSV file containing job titles.")
     args = parser.parse_args()
-    
-    if not os.path.exists(args.file):
-        print(f"❌ File not found: {args.file}")
-        sys.exit(1)
-        
-    import_titles(args.file, args.delimiter)
+
+    import_job_titles_from_csv(args.file_path)
\ No newline at end of file
diff --git a/company-explorer/backend/scripts/seed_marketing_data.py b/company-explorer/backend/scripts/seed_marketing_data.py
index 1ca1bfd8..f2dd7822 100644
--- a/company-explorer/backend/scripts/seed_marketing_data.py
+++ b/company-explorer/backend/scripts/seed_marketing_data.py
@@ -4,7 +4,7 @@ import json
 
 # Setup Environment to import backend modules
 sys.path.append(os.path.join(os.path.dirname(__file__), "../../"))
-from backend.database import SessionLocal, Persona, JobRoleMapping
+from backend.database import SessionLocal, Persona, JobRolePattern
 
 def seed_archetypes():
     db = SessionLocal()
@@ -87,33 +87,41 @@ def seed_archetypes():
     
     db.commit()
 
-    # --- 2. Update JobRoleMappings to map to Archetypes ---
+    # --- 2. Update JobRolePatterns to map to Archetypes ---
     # We map the patterns to the new 4 Archetypes
     
     mapping_updates = [
         # Wirtschaftlicher Entscheider
-        {"role": "Wirtschaftlicher Entscheider", "patterns": ["%geschäftsführer%", "%ceo%", "%director%", "%einkauf%", "%procurement%", "%finance%", "%cfo%"]},
+        {"role": "Wirtschaftlicher Entscheider", "patterns": ["geschäftsführer", "ceo", "director", "einkauf", "procurement", "finance", "cfo"]},
         
         # Operativer Entscheider
-        {"role": "Operativer Entscheider", "patterns": ["%housekeeping%", "%hausdame%", "%hauswirtschaft%", "%reinigung%", "%restaurant%", "%f&b%", "%werksleiter%", "%produktionsleiter%", "%lager%", "%logistik%", "%operations%", "%coo%"]},
+        {"role": "Operativer Entscheider", "patterns": ["housekeeping", "hausdame", "hauswirtschaft", "reinigung", "restaurant", "f&b", "werksleiter", "produktionsleiter", "lager", "logistik", "operations", "coo"]},
         
         # Infrastruktur-Verantwortlicher
-        {"role": "Infrastruktur-Verantwortlicher", "patterns": ["%facility%", "%technik%", "%instandhaltung%", "%it-leiter%", "%cto%", "%admin%", "%building%"]},
+        {"role": "Infrastruktur-Verantwortlicher", "patterns": ["facility", "technik", "instandhaltung", "it-leiter", "cto", "admin", "building"]},
         
         # Innovations-Treiber
-        {"role": "Innovations-Treiber", "patterns": ["%innovation%", "%digital%", "%transformation%", "%business dev%", "%marketing%"]}
+        {"role": "Innovations-Treiber", "patterns": ["innovation", "digital", "transformation", "business dev", "marketing"]}
     ]
     
     # Clear old mappings to prevent confusion
-    db.query(JobRoleMapping).delete()
+    db.query(JobRolePattern).delete()
     db.commit()
-    print("Cleared old JobRoleMappings.")
+    print("Cleared old JobRolePatterns.")
 
     for group in mapping_updates:
         role_name = group["role"]
-        for pattern in group["patterns"]:
-            print(f"Mapping '{pattern}' -> '{role_name}'")
-            db.add(JobRoleMapping(pattern=pattern, role=role_name))
+        for pattern_text in group["patterns"]:
+            print(f"Mapping '{pattern_text}' -> '{role_name}'")
+            # All seeded patterns are regex contains checks
+            new_pattern = JobRolePattern(
+                pattern_type='regex',
+                pattern_value=pattern_text, # Stored without wildcards
+                role=role_name,
+                priority=100, # Default priority for seeded patterns
+                created_by='system'
+            )
+            db.add(new_pattern)
 
     db.commit()
     print("Archetypes and Mappings Seeded Successfully.")
diff --git a/company-explorer/backend/scripts/test_mapping_logic.py b/company-explorer/backend/scripts/test_mapping_logic.py
index 5ae6f510..95ce2004 100644
--- a/company-explorer/backend/scripts/test_mapping_logic.py
+++ b/company-explorer/backend/scripts/test_mapping_logic.py
@@ -5,15 +5,15 @@ import os
 # Setup Environment
 sys.path.append(os.path.join(os.path.dirname(__file__), "../../"))
 
-from backend.database import SessionLocal, JobRoleMapping, Persona
+from backend.database import SessionLocal, JobRolePattern, Persona
 
 def test_mapping(job_title):
     db = SessionLocal()
     print(f"\n--- Testing Mapping for '{job_title}' ---")
     
-    # 1. Find Role Name via JobRoleMapping
+    # 1. Find Role Name via JobRolePattern
     role_name = None
-    mappings = db.query(JobRoleMapping).all()
+    mappings = db.query(JobRolePattern).all()
     for m in mappings:
         pattern_clean = m.pattern.replace("%", "").lower()
         if pattern_clean in job_title.lower():
diff --git a/company-explorer/backend/scripts/upgrade_schema_v2.py b/company-explorer/backend/scripts/upgrade_schema_v2.py
index 7614d5e2..d71fe8ca 100644
--- a/company-explorer/backend/scripts/upgrade_schema_v2.py
+++ b/company-explorer/backend/scripts/upgrade_schema_v2.py
@@ -6,7 +6,7 @@ import os
 sys.path.append(os.path.join(os.path.dirname(__file__), "../../"))
 
 # Import everything to ensure metadata is populated
-from backend.database import engine, Base, Company, Contact, Industry, JobRoleMapping, Persona, Signal, EnrichmentData, RoboticsCategory, ImportLog, ReportedMistake, MarketingMatrix
+from backend.database import engine, Base, Company, Contact, Industry, JobRolePattern, Persona, Signal, EnrichmentData, RoboticsCategory, ImportLog, ReportedMistake, MarketingMatrix
 
 def migrate():
     print("Migrating Database Schema...")
diff --git a/company-explorer/backend/services/classification.py b/company-explorer/backend/services/classification.py
index ac630345..e8b24cef 100644
--- a/company-explorer/backend/services/classification.py
+++ b/company-explorer/backend/services/classification.py
@@ -7,10 +7,10 @@ from typing import Optional, Dict, Any, List
 
 from sqlalchemy.orm import Session, joinedload
 
-from backend.database import Company, Industry, RoboticsCategory, EnrichmentData
-from backend.lib.core_utils import call_gemini_flash, safe_eval_math, run_serp_search
-from backend.services.scraping import scrape_website_content
-from backend.lib.metric_parser import MetricParser
+from ..database import Company, Industry, RoboticsCategory, EnrichmentData
+from ..lib.core_utils import call_gemini_flash, safe_eval_math, run_serp_search
+from .scraping import scrape_website_content
+from ..lib.metric_parser import MetricParser
 
 logger = logging.getLogger(__name__)
 
diff --git a/company-explorer/backend/services/role_mapping.py b/company-explorer/backend/services/role_mapping.py
new file mode 100644
index 00000000..0a558a12
--- /dev/null
+++ b/company-explorer/backend/services/role_mapping.py
@@ -0,0 +1,63 @@
+import logging
+import re
+from sqlalchemy.orm import Session
+from typing import Optional
+from ..database import JobRolePattern, RawJobTitle, Persona, Contact
+
+logger = logging.getLogger(__name__)
+
+class RoleMappingService:
+    def __init__(self, db: Session):
+        self.db = db
+
+    def get_role_for_job_title(self, job_title: str) -> Optional[str]:
+        """
+        Finds the corresponding role for a given job title using a multi-step process.
+        1. Check for exact matches.
+        2. Evaluate regex patterns.
+        """
+        if not job_title:
+            return None
+
+        # Normalize job title for matching
+        normalized_title = job_title.lower().strip()
+
+        # 1. Fetch all active patterns from the database, ordered by priority
+        patterns = self.db.query(JobRolePattern).filter(
+            JobRolePattern.is_active == True
+        ).order_by(JobRolePattern.priority.asc()).all()
+
+        # 2. Separate patterns for easier processing
+        exact_patterns = {p.pattern_value.lower(): p.role for p in patterns if p.pattern_type == 'exact'}
+        regex_patterns = [(p.pattern_value, p.role) for p in patterns if p.pattern_type == 'regex']
+
+        # 3. Check for exact match first (most efficient)
+        if normalized_title in exact_patterns:
+            return exact_patterns[normalized_title]
+
+        # 4. Evaluate regex patterns
+        for pattern, role in regex_patterns:
+            try:
+                if re.search(pattern, job_title, re.IGNORECASE):
+                    return role
+            except re.error as e:
+                logger.error(f"Invalid regex for role '{role}': {pattern}. Error: {e}")
+                continue
+
+        return None
+
+    def add_or_update_unclassified_title(self, job_title: str):
+        """
+        Logs an unclassified job title or increments its count if already present.
+        """
+        if not job_title:
+            return
+
+        entry = self.db.query(RawJobTitle).filter(RawJobTitle.title == job_title).first()
+        if entry:
+            entry.count += 1
+        else:
+            entry = RawJobTitle(title=job_title, count=1)
+            self.db.add(entry)
+        
+        self.db.commit()
diff --git a/company-explorer/frontend/dist/assets/index-BgxQoHsm.css b/company-explorer/frontend/dist/assets/index-BgxQoHsm.css
new file mode 100644
index 00000000..2c7cffc8
--- /dev/null
+++ b/company-explorer/frontend/dist/assets/index-BgxQoHsm.css
@@ -0,0 +1 @@
+*,:before,:after{--tw-border-spacing-x: 0;--tw-border-spacing-y: 0;--tw-translate-x: 0;--tw-translate-y: 0;--tw-rotate: 0;--tw-skew-x: 0;--tw-skew-y: 0;--tw-scale-x: 1;--tw-scale-y: 1;--tw-pan-x: ;--tw-pan-y: ;--tw-pinch-zoom: ;--tw-scroll-snap-strictness: proximity;--tw-gradient-from-position: ;--tw-gradient-via-position: ;--tw-gradient-to-position: ;--tw-ordinal: ;--tw-slashed-zero: ;--tw-numeric-figure: ;--tw-numeric-spacing: ;--tw-numeric-fraction: ;--tw-ring-inset: ;--tw-ring-offset-width: 0px;--tw-ring-offset-color: #fff;--tw-ring-color: rgb(59 130 246 / .5);--tw-ring-offset-shadow: 0 0 #0000;--tw-ring-shadow: 0 0 #0000;--tw-shadow: 0 0 #0000;--tw-shadow-colored: 0 0 #0000;--tw-blur: ;--tw-brightness: ;--tw-contrast: ;--tw-grayscale: ;--tw-hue-rotate: ;--tw-invert: ;--tw-saturate: ;--tw-sepia: ;--tw-drop-shadow: ;--tw-backdrop-blur: ;--tw-backdrop-brightness: ;--tw-backdrop-contrast: ;--tw-backdrop-grayscale: ;--tw-backdrop-hue-rotate: ;--tw-backdrop-invert: ;--tw-backdrop-opacity: ;--tw-backdrop-saturate: ;--tw-backdrop-sepia: ;--tw-contain-size: ;--tw-contain-layout: ;--tw-contain-paint: ;--tw-contain-style: }::backdrop{--tw-border-spacing-x: 0;--tw-border-spacing-y: 0;--tw-translate-x: 0;--tw-translate-y: 0;--tw-rotate: 0;--tw-skew-x: 0;--tw-skew-y: 0;--tw-scale-x: 1;--tw-scale-y: 1;--tw-pan-x: ;--tw-pan-y: ;--tw-pinch-zoom: ;--tw-scroll-snap-strictness: proximity;--tw-gradient-from-position: ;--tw-gradient-via-position: ;--tw-gradient-to-position: ;--tw-ordinal: ;--tw-slashed-zero: ;--tw-numeric-figure: ;--tw-numeric-spacing: ;--tw-numeric-fraction: ;--tw-ring-inset: ;--tw-ring-offset-width: 0px;--tw-ring-offset-color: #fff;--tw-ring-color: rgb(59 130 246 / .5);--tw-ring-offset-shadow: 0 0 #0000;--tw-ring-shadow: 0 0 #0000;--tw-shadow: 0 0 #0000;--tw-shadow-colored: 0 0 #0000;--tw-blur: ;--tw-brightness: ;--tw-contrast: ;--tw-grayscale: ;--tw-hue-rotate: ;--tw-invert: ;--tw-saturate: ;--tw-sepia: ;--tw-drop-shadow: ;--tw-backdrop-blur: 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u=!0;this.interceptors.request.forEach(function(k){typeof k.runWhen=="function"&&k.runWhen(n)===!1||(u=u&&k.synchronous,o.unshift(k.fulfilled,k.rejected))});const c=[];this.interceptors.response.forEach(function(k){c.push(k.fulfilled,k.rejected)});let f,m=0,x;if(!u){const g=[zu.bind(this),void 0];for(g.unshift(...o),g.push(...c),x=g.length,f=Promise.resolve(n);m<x;)f=f.then(g[m++],g[m++]);return f}x=o.length;let y=n;for(;m<x;){const g=o[m++],k=o[m++];try{y=g(y)}catch(S){k.call(this,S);break}}try{f=zu.call(this,y)}catch(g){return Promise.reject(g)}for(m=0,x=c.length;m<x;)f=f.then(c[m++],c[m++]);return f}getUri(t){t=fn(this.defaults,t);const n=yf(t.baseURL,t.url,t.allowAbsoluteUrls);return pf(n,t.params,t.paramsSerializer)}};v.forEach(["delete","get","head","options"],function(t){ln.prototype[t]=function(n,r){return this.request(fn(r||{},{method:t,url:n,data:(r||{}).data}))}});v.forEach(["post","put","patch"],function(t){function n(r){return function(a,i,o){return this.request(fn(o||{},{method:t,headers:r?{"Content-Type":"multipart/form-data"}:{},url:a,data:i}))}}ln.prototype[t]=n(),ln.prototype[t+"Form"]=n(!0)});let tx=class Nf{constructor(t){if(typeof t!="function")throw new TypeError("executor must be a function.");let n;this.promise=new Promise(function(a){n=a});const r=this;this.promise.then(s=>{if(!r._listeners)return;let a=r._listeners.length;for(;a-- >0;)r._listeners[a](s);r._listeners=null}),this.promise.then=s=>{let a;const i=new Promise(o=>{r.subscribe(o),a=o}).then(s);return i.cancel=function(){r.unsubscribe(a)},i},t(function(a,i,o){r.reason||(r.reason=new Gn(a,i,o),n(r.reason))})}throwIfRequested(){if(this.reason)throw this.reason}subscribe(t){if(this.reason){t(this.reason);return}this._listeners?this._listeners.push(t):this._listeners=[t]}unsubscribe(t){if(!this._listeners)return;const n=this._listeners.indexOf(t);n!==-1&&this._listeners.splice(n,1)}toAbortSignal(){const t=new AbortController,n=r=>{t.abort(r)};return 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Za={Continue:100,SwitchingProtocols:101,Processing:102,EarlyHints:103,Ok:200,Created:201,Accepted:202,NonAuthoritativeInformation:203,NoContent:204,ResetContent:205,PartialContent:206,MultiStatus:207,AlreadyReported:208,ImUsed:226,MultipleChoices:300,MovedPermanently:301,Found:302,SeeOther:303,NotModified:304,UseProxy:305,Unused:306,TemporaryRedirect:307,PermanentRedirect:308,BadRequest:400,Unauthorized:401,PaymentRequired:402,Forbidden:403,NotFound:404,MethodNotAllowed:405,NotAcceptable:406,ProxyAuthenticationRequired:407,RequestTimeout:408,Conflict:409,Gone:410,LengthRequired:411,PreconditionFailed:412,PayloadTooLarge:413,UriTooLong:414,UnsupportedMediaType:415,RangeNotSatisfiable:416,ExpectationFailed:417,ImATeapot:418,MisdirectedRequest:421,UnprocessableEntity:422,Locked:423,FailedDependency:424,TooEarly:425,UpgradeRequired:426,PreconditionRequired:428,TooManyRequests:429,RequestHeaderFieldsTooLarge:431,UnavailableForLegalReasons:451,InternalServerError:500,NotImplemented:501,BadGateway:502,ServiceUnavailable:503,GatewayTimeout:504,HttpVersionNotSupported:505,VariantAlsoNegotiates:506,InsufficientStorage:507,LoopDetected:508,NotExtended:510,NetworkAuthenticationRequired:511,WebServerIsDown:521,ConnectionTimedOut:522,OriginIsUnreachable:523,TimeoutOccurred:524,SslHandshakeFailed:525,InvalidSslCertificate:526};Object.entries(Za).forEach(([e,t])=>{Za[t]=e});function jf(e){const t=new ln(e),n=ef(ln.prototype.request,t);return v.extend(n,ln.prototype,t,{allOwnKeys:!0}),v.extend(n,t,null,{allOwnKeys:!0}),n.create=function(s){return jf(fn(e,s))},n}const D=jf(Kr);D.Axios=ln;D.CanceledError=Gn;D.CancelToken=tx;D.isCancel=xf;D.VERSION=bf;D.toFormData=wl;D.AxiosError=$;D.Cancel=D.CanceledError;D.all=function(t){return Promise.all(t)};D.spread=nx;D.isAxiosError=rx;D.mergeConfig=fn;D.AxiosHeaders=De;D.formToJSON=e=>mf(v.isHTMLForm(e)?new FormData(e):e);D.getAdapter=kf.getAdapter;D.HttpStatusCode=Za;D.default=D;const{Axios:Dx,AxiosError:zx,CanceledError:Ax,isCancel:Fx,CancelToken:Ix,VERSION:Ux,all:$x,Cancel:Vx,isAxiosError:Bx,spread:Hx,toFormData:Wx,AxiosHeaders:Qx,HttpStatusCode:qx,formToJSON:Kx,getAdapter:Jx,mergeConfig:Gx}=D;/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */var sx={xmlns:"http://www.w3.org/2000/svg",width:24,height:24,viewBox:"0 0 24 24",fill:"none",stroke:"currentColor",strokeWidth:2,strokeLinecap:"round",strokeLinejoin:"round"};/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const lx=e=>e.replace(/([a-z0-9])([A-Z])/g,"$1-$2").toLowerCase().trim(),F=(e,t)=>{const n=E.forwardRef(({color:r="currentColor",size:s=24,strokeWidth:a=2,absoluteStrokeWidth:i,className:o="",children:u,...c},f)=>E.createElement("svg",{ref:f,...sx,width:s,height:s,stroke:r,strokeWidth:i?Number(a)*24/Number(s):a,className:["lucide",`lucide-${lx(e)}`,o].join(" "),...c},[...t.map(([m,x])=>E.createElement(m,x)),...Array.isArray(u)?u:[u]]));return n.displayName=`${e}`,n};/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const ax=F("Activity",[["path",{d:"M22 12h-4l-3 9L9 3l-3 9H2",key:"d5dnw9"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const ix=F("AlertTriangle",[["path",{d:"m21.73 18-8-14a2 2 0 0 0-3.48 0l-8 14A2 2 0 0 0 4 21h16a2 2 0 0 0 1.73-3Z",key:"c3ski4"}],["path",{d:"M12 9v4",key:"juzpu7"}],["path",{d:"M12 17h.01",key:"p32p05"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Sf=F("ArrowDownUp",[["path",{d:"m3 16 4 4 4-4",key:"1co6wj"}],["path",{d:"M7 20V4",key:"1yoxec"}],["path",{d:"m21 8-4-4-4 4",key:"1c9v7m"}],["path",{d:"M17 4v16",key:"7dpous"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const ox=F("Ban",[["circle",{cx:"12",cy:"12",r:"10",key:"1mglay"}],["path",{d:"m4.9 4.9 14.2 14.2",key:"1m5liu"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Pt=F("Bot",[["path",{d:"M12 8V4H8",key:"hb8ula"}],["rect",{width:"16",height:"12",x:"4",y:"8",rx:"2",key:"enze0r"}],["path",{d:"M2 14h2",key:"vft8re"}],["path",{d:"M20 14h2",key:"4cs60a"}],["path",{d:"M15 13v2",key:"1xurst"}],["path",{d:"M9 13v2",key:"rq6x2g"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const ea=F("Briefcase",[["rect",{width:"20",height:"14",x:"2",y:"7",rx:"2",ry:"2",key:"eto64e"}],["path",{d:"M16 21V5a2 2 0 0 0-2-2h-4a2 2 0 0 0-2 2v16",key:"zwj3tp"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Ir=F("Building",[["rect",{width:"16",height:"20",x:"4",y:"2",rx:"2",ry:"2",key:"76otgf"}],["path",{d:"M9 22v-4h6v4",key:"r93iot"}],["path",{d:"M8 6h.01",key:"1dz90k"}],["path",{d:"M16 6h.01",key:"1x0f13"}],["path",{d:"M12 6h.01",key:"1vi96p"}],["path",{d:"M12 10h.01",key:"1nrarc"}],["path",{d:"M12 14h.01",key:"1etili"}],["path",{d:"M16 10h.01",key:"1m94wz"}],["path",{d:"M16 14h.01",key:"1gbofw"}],["path",{d:"M8 10h.01",key:"19clt8"}],["path",{d:"M8 14h.01",key:"6423bh"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const ux=F("Calculator",[["rect",{width:"16",height:"20",x:"4",y:"2",rx:"2",key:"1nb95v"}],["line",{x1:"8",x2:"16",y1:"6",y2:"6",key:"x4nwl0"}],["line",{x1:"16",x2:"16",y1:"14",y2:"18",key:"wjye3r"}],["path",{d:"M16 10h.01",key:"1m94wz"}],["path",{d:"M12 10h.01",key:"1nrarc"}],["path",{d:"M8 10h.01",key:"19clt8"}],["path",{d:"M12 14h.01",key:"1etili"}],["path",{d:"M8 14h.01",key:"6423bh"}],["path",{d:"M12 18h.01",key:"mhygvu"}],["path",{d:"M8 18h.01",key:"lrp35t"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Pn=F("Check",[["path",{d:"M20 6 9 17l-5-5",key:"1gmf2c"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const cx=F("ChevronDown",[["path",{d:"m6 9 6 6 6-6",key:"qrunsl"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Cf=F("ChevronLeft",[["path",{d:"m15 18-6-6 6-6",key:"1wnfg3"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Ef=F("ChevronRight",[["path",{d:"m9 18 6-6-6-6",key:"mthhwq"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const ta=F("Clock",[["circle",{cx:"12",cy:"12",r:"10",key:"1mglay"}],["polyline",{points:"12 6 12 12 16 14",key:"68esgv"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const dx=F("Database",[["ellipse",{cx:"12",cy:"5",rx:"9",ry:"3",key:"msslwz"}],["path",{d:"M3 5V19A9 3 0 0 0 21 19V5",key:"1wlel7"}],["path",{d:"M3 12A9 3 0 0 0 21 12",key:"mv7ke4"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const fx=F("DollarSign",[["line",{x1:"12",x2:"12",y1:"2",y2:"22",key:"7eqyqh"}],["path",{d:"M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6",key:"1b0p4s"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const _f=F("Download",[["path",{d:"M21 15v4a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2v-4",key:"ih7n3h"}],["polyline",{points:"7 10 12 15 17 10",key:"2ggqvy"}],["line",{x1:"12",x2:"12",y1:"15",y2:"3",key:"1vk2je"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const ei=F("ExternalLink",[["path",{d:"M18 13v6a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2V8a2 2 0 0 1 2-2h6",key:"a6xqqp"}],["polyline",{points:"15 3 21 3 21 9",key:"mznyad"}],["line",{x1:"10",x2:"21",y1:"14",y2:"3",key:"18c3s4"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const px=F("Filter",[["polygon",{points:"22 3 2 3 10 12.46 10 19 14 21 14 12.46 22 3",key:"1yg77f"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const el=F("Flag",[["path",{d:"M4 15s1-1 4-1 5 2 8 2 4-1 4-1V3s-1 1-4 1-5-2-8-2-4 1-4 1z",key:"i9b6wo"}],["line",{x1:"4",x2:"4",y1:"22",y2:"15",key:"1cm3nv"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const fr=F("Globe",[["circle",{cx:"12",cy:"12",r:"10",key:"1mglay"}],["path",{d:"M12 2a14.5 14.5 0 0 0 0 20 14.5 14.5 0 0 0 0-20",key:"13o1zl"}],["path",{d:"M2 12h20",key:"9i4pu4"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const hx=F("Grid3x3",[["rect",{width:"18",height:"18",x:"3",y:"3",rx:"2",key:"afitv7"}],["path",{d:"M3 9h18",key:"1pudct"}],["path",{d:"M3 15h18",key:"5xshup"}],["path",{d:"M9 3v18",key:"fh3hqa"}],["path",{d:"M15 3v18",key:"14nvp0"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const mx=F("LayoutDashboard",[["rect",{width:"7",height:"9",x:"3",y:"3",rx:"1",key:"10lvy0"}],["rect",{width:"7",height:"5",x:"14",y:"3",rx:"1",key:"16une8"}],["rect",{width:"7",height:"9",x:"14",y:"12",rx:"1",key:"1hutg5"}],["rect",{width:"7",height:"5",x:"3",y:"16",rx:"1",key:"ldoo1y"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Rf=F("LayoutGrid",[["rect",{width:"7",height:"7",x:"3",y:"3",rx:"1",key:"1g98yp"}],["rect",{width:"7",height:"7",x:"14",y:"3",rx:"1",key:"6d4xhi"}],["rect",{width:"7",height:"7",x:"14",y:"14",rx:"1",key:"nxv5o0"}],["rect",{width:"7",height:"7",x:"3",y:"14",rx:"1",key:"1bb6yr"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Pf=F("List",[["line",{x1:"8",x2:"21",y1:"6",y2:"6",key:"7ey8pc"}],["line",{x1:"8",x2:"21",y1:"12",y2:"12",key:"rjfblc"}],["line",{x1:"8",x2:"21",y1:"18",y2:"18",key:"c3b1m8"}],["line",{x1:"3",x2:"3.01",y1:"6",y2:"6",key:"1g7gq3"}],["line",{x1:"3",x2:"3.01",y1:"12",y2:"12",key:"1pjlvk"}],["line",{x1:"3",x2:"3.01",y1:"18",y2:"18",key:"28t2mc"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Fu=F("Loader2",[["path",{d:"M21 12a9 9 0 1 1-6.219-8.56",key:"13zald"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Iu=F("Lock",[["rect",{width:"18",height:"11",x:"3",y:"11",rx:"2",ry:"2",key:"1w4ew1"}],["path",{d:"M7 11V7a5 5 0 0 1 10 0v4",key:"fwvmzm"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Tf=F("Mail",[["rect",{width:"20",height:"16",x:"2",y:"4",rx:"2",key:"18n3k1"}],["path",{d:"m22 7-8.97 5.7a1.94 1.94 0 0 1-2.06 0L2 7",key:"1ocrg3"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const ti=F("MapPin",[["path",{d:"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 0 1 16 0Z",key:"2oe9fu"}],["circle",{cx:"12",cy:"10",r:"3",key:"ilqhr7"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const xx=F("Moon",[["path",{d:"M12 3a6 6 0 0 0 9 9 9 9 0 1 1-9-9Z",key:"a7tn18"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const gx=F("Pen",[["path",{d:"M17 3a2.85 2.83 0 1 1 4 4L7.5 20.5 2 22l1.5-5.5Z",key:"5qss01"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const na=F("Pencil",[["path",{d:"M17 3a2.85 2.83 0 1 1 4 4L7.5 20.5 2 22l1.5-5.5Z",key:"5qss01"}],["path",{d:"m15 5 4 4",key:"1mk7zo"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Uu=F("Play",[["polygon",{points:"5 3 19 12 5 21 5 3",key:"191637"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const ni=F("Plus",[["path",{d:"M5 12h14",key:"1ays0h"}],["path",{d:"M12 5v14",key:"s699le"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const ri=F("RefreshCw",[["path",{d:"M3 12a9 9 0 0 1 9-9 9.75 9.75 0 0 1 6.74 2.74L21 8",key:"v9h5vc"}],["path",{d:"M21 3v5h-5",key:"1q7to0"}],["path",{d:"M21 12a9 9 0 0 1-9 9 9.75 9.75 0 0 1-6.74-2.74L3 16",key:"3uifl3"}],["path",{d:"M8 16H3v5",key:"1cv678"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const yx=F("Ruler",[["path",{d:"M21.3 15.3a2.4 2.4 0 0 1 0 3.4l-2.6 2.6a2.4 2.4 0 0 1-3.4 0L2.7 8.7a2.41 2.41 0 0 1 0-3.4l2.6-2.6a2.41 2.41 0 0 1 3.4 0Z",key:"icamh8"}],["path",{d:"m14.5 12.5 2-2",key:"inckbg"}],["path",{d:"m11.5 9.5 2-2",key:"fmmyf7"}],["path",{d:"m8.5 6.5 2-2",key:"vc6u1g"}],["path",{d:"m17.5 15.5 2-2",key:"wo5hmg"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Lf=F("Save",[["path",{d:"M19 21H5a2 2 0 0 1-2-2V5a2 2 0 0 1 2-2h11l5 5v11a2 2 0 0 1-2 2z",key:"1owoqh"}],["polyline",{points:"17 21 17 13 7 13 7 21",key:"1md35c"}],["polyline",{points:"7 3 7 8 15 8",key:"8nz8an"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const vx=F("Scale",[["path",{d:"m16 16 3-8 3 8c-.87.65-1.92 1-3 1s-2.13-.35-3-1Z",key:"7g6ntu"}],["path",{d:"m2 16 3-8 3 8c-.87.65-1.92 1-3 1s-2.13-.35-3-1Z",key:"ijws7r"}],["path",{d:"M7 21h10",key:"1b0cd5"}],["path",{d:"M12 3v18",key:"108xh3"}],["path",{d:"M3 7h2c2 0 5-1 7-2 2 1 5 2 7 2h2",key:"3gwbw2"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const An=F("Search",[["circle",{cx:"11",cy:"11",r:"8",key:"4ej97u"}],["path",{d:"m21 21-4.3-4.3",key:"1qie3q"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const wx=F("Settings",[["path",{d:"M12.22 2h-.44a2 2 0 0 0-2 2v.18a2 2 0 0 1-1 1.73l-.43.25a2 2 0 0 1-2 0l-.15-.08a2 2 0 0 0-2.73.73l-.22.38a2 2 0 0 0 .73 2.73l.15.1a2 2 0 0 1 1 1.72v.51a2 2 0 0 1-1 1.74l-.15.09a2 2 0 0 0-.73 2.73l.22.38a2 2 0 0 0 2.73.73l.15-.08a2 2 0 0 1 2 0l.43.25a2 2 0 0 1 1 1.73V20a2 2 0 0 0 2 2h.44a2 2 0 0 0 2-2v-.18a2 2 0 0 1 1-1.73l.43-.25a2 2 0 0 1 2 0l.15.08a2 2 0 0 0 2.73-.73l.22-.39a2 2 0 0 0-.73-2.73l-.15-.08a2 2 0 0 1-1-1.74v-.5a2 2 0 0 1 1-1.74l.15-.09a2 2 0 0 0 .73-2.73l-.22-.38a2 2 0 0 0-2.73-.73l-.15.08a2 2 0 0 1-2 0l-.43-.25a2 2 0 0 1-1-1.73V4a2 2 0 0 0-2-2z",key:"1qme2f"}],["circle",{cx:"12",cy:"12",r:"3",key:"1v7zrd"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const kx=F("Star",[["polygon",{points:"12 2 15.09 8.26 22 9.27 17 14.14 18.18 21.02 12 17.77 5.82 21.02 7 14.14 2 9.27 8.91 8.26 12 2",key:"8f66p6"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const bx=F("Sun",[["circle",{cx:"12",cy:"12",r:"4",key:"4exip2"}],["path",{d:"M12 2v2",key:"tus03m"}],["path",{d:"M12 20v2",key:"1lh1kg"}],["path",{d:"m4.93 4.93 1.41 1.41",key:"149t6j"}],["path",{d:"m17.66 17.66 1.41 1.41",key:"ptbguv"}],["path",{d:"M2 12h2",key:"1t8f8n"}],["path",{d:"M20 12h2",key:"1q8mjw"}],["path",{d:"m6.34 17.66-1.41 1.41",key:"1m8zz5"}],["path",{d:"m19.07 4.93-1.41 1.41",key:"1shlcs"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const si=F("Tag",[["path",{d:"M12 2H2v10l9.29 9.29c.94.94 2.48.94 3.42 0l6.58-6.58c.94-.94.94-2.48 0-3.42L12 2Z",key:"14b2ls"}],["path",{d:"M7 7h.01",key:"7u93v4"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Of=F("Target",[["circle",{cx:"12",cy:"12",r:"10",key:"1mglay"}],["circle",{cx:"12",cy:"12",r:"6",key:"1vlfrh"}],["circle",{cx:"12",cy:"12",r:"2",key:"1c9p78"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Mf=F("Trash2",[["path",{d:"M3 6h18",key:"d0wm0j"}],["path",{d:"M19 6v14c0 1-1 2-2 2H7c-1 0-2-1-2-2V6",key:"4alrt4"}],["path",{d:"M8 6V4c0-1 1-2 2-2h4c1 0 2 1 2 2v2",key:"v07s0e"}],["line",{x1:"10",x2:"10",y1:"11",y2:"17",key:"1uufr5"}],["line",{x1:"14",x2:"14",y1:"11",y2:"17",key:"xtxkd"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const $u=F("Unlock",[["rect",{width:"18",height:"11",x:"3",y:"11",rx:"2",ry:"2",key:"1w4ew1"}],["path",{d:"M7 11V7a5 5 0 0 1 9.9-1",key:"1mm8w8"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Df=F("UploadCloud",[["path",{d:"M4 14.899A7 7 0 1 1 15.71 8h1.79a4.5 4.5 0 0 1 2.5 8.242",key:"1pljnt"}],["path",{d:"M12 12v9",key:"192myk"}],["path",{d:"m16 16-4-4-4 4",key:"119tzi"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const zf=F("Upload",[["path",{d:"M21 15v4a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2v-4",key:"ih7n3h"}],["polyline",{points:"17 8 12 3 7 8",key:"t8dd8p"}],["line",{x1:"12",x2:"12",y1:"3",y2:"15",key:"widbto"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Nx=F("User",[["path",{d:"M19 21v-2a4 4 0 0 0-4-4H9a4 4 0 0 0-4 4v2",key:"975kel"}],["circle",{cx:"12",cy:"7",r:"4",key:"17ys0d"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const Wt=F("Users",[["path",{d:"M16 21v-2a4 4 0 0 0-4-4H6a4 4 0 0 0-4 4v2",key:"1yyitq"}],["circle",{cx:"9",cy:"7",r:"4",key:"nufk8"}],["path",{d:"M22 21v-2a4 4 0 0 0-3-3.87",key:"kshegd"}],["path",{d:"M16 3.13a4 4 0 0 1 0 7.75",key:"1da9ce"}]]);/**
+ * @license lucide-react v0.294.0 - ISC
+ *
+ * This source code is licensed under the ISC license.
+ * See the LICENSE file in the root directory of this source tree.
+ */const rt=F("X",[["path",{d:"M18 6 6 18",key:"1bl5f8"}],["path",{d:"m6 6 12 12",key:"d8bk6v"}]]);function Af(e){var t,n,r="";if(typeof e=="string"||typeof e=="number")r+=e;else if(typeof e=="object")if(Array.isArray(e)){var s=e.length;for(t=0;t<s;t++)e[t]&&(n=Af(e[t]))&&(r&&(r+=" "),r+=n)}else for(n in e)e[n]&&(r&&(r+=" "),r+=n);return r}function B(){for(var e,t,n=0,r="",s=arguments.length;n<s;n++)(e=arguments[n])&&(t=Af(e))&&(r&&(r+=" "),r+=t);return r}function jx({apiBase:e,onRowClick:t,refreshKey:n,onImportClick:r}){const[s,a]=E.useState([]),[i,o]=E.useState(0),[u,c]=E.useState(0),[f,m]=E.useState(""),[x,y]=E.useState("name_asc"),[g,k]=E.useState(!1),[S,p]=E.useState(null),[d,h]=E.useState("grid"),N=50,C=async()=>{k(!0);try{const b=await D.get(`${e}/companies?skip=${u*N}&limit=${N}&search=${f}&sort_by=${x}`);a(b.data.items),o(b.data.total)}catch(b){console.error("Failed to fetch companies",b)}finally{k(!1)}};E.useEffect(()=>{const 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text-slate-600 dark:text-slate-400 rounded hover:bg-blue-600 hover:text-white transition-colors",children:l.jsx(An,{className:"h-3.5 w-3.5"})}):l.jsx("button",{onClick:U=>{U.stopPropagation(),P(b.id)},className:"p-1.5 bg-blue-50 dark:bg-blue-900/30 text-blue-600 dark:text-blue-400 rounded hover:bg-blue-600 hover:text-white transition-colors",children:l.jsx(Uu,{className:"h-3.5 w-3.5 fill-current"})})})]}),l.jsxs("div",{className:"space-y-2 pt-2 border-t border-slate-100 dark:border-slate-800/50",children:[b.website&&b.website!=="k.A."?l.jsxs("div",{className:"flex items-center gap-2 text-xs text-blue-600 dark:text-blue-400 font-medium truncate",children:[l.jsx(fr,{className:"h-3 w-3"}),l.jsx("span",{children:new URL(b.website).hostname.replace("www.","")})]}):l.jsx("div",{className:"text-xs text-slate-400 italic",children:"No website found"}),l.jsx("div",{className:"text-[10px] text-slate-500 uppercase font-bold tracking-wider truncate",children:b.industry_ai||"Industry 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diff --git a/company-explorer/frontend/dist/index.html b/company-explorer/frontend/dist/index.html
new file mode 100644
index 00000000..d9bc2c23
--- /dev/null
+++ b/company-explorer/frontend/dist/index.html
@@ -0,0 +1,13 @@
+<!doctype html>
+<html lang="en">
+  <head>
+    <meta charset="UTF-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <title>Company Explorer (Robotics)</title>
+    <script type="module" crossorigin src="/ce/assets/index-tQU9lyIc.js"></script>
+    <link rel="stylesheet" crossorigin href="/ce/assets/index-BgxQoHsm.css">
+  </head>
+  <body class="bg-slate-950 text-slate-100">
+    <div id="root"></div>
+  </body>
+</html>
diff --git a/company-explorer/frontend/src/components/MarketingMatrixManager.tsx b/company-explorer/frontend/src/components/MarketingMatrixManager.tsx
new file mode 100644
index 00000000..bf6e9416
--- /dev/null
+++ b/company-explorer/frontend/src/components/MarketingMatrixManager.tsx
@@ -0,0 +1,279 @@
+import { useEffect, useState, useMemo } from 'react'
+import axios from 'axios'
+import { Search, Edit2, X, Check, Filter, Download } from 'lucide-react'
+import clsx from 'clsx'
+
+interface MarketingMatrixManagerProps {
+  apiBase: string
+}
+
+interface MatrixEntry {
+  id: number
+  industry_id: number
+  persona_id: number
+  industry_name: string
+  persona_name: string
+  subject: string | null
+  intro: string | null
+  social_proof: string | null
+  updated_at: string
+}
+
+interface Industry {
+  id: number
+  name: string
+}
+
+interface Persona {
+  id: number
+  name: string
+}
+
+export function MarketingMatrixManager({ apiBase }: MarketingMatrixManagerProps) {
+  const [entries, setEntries] = useState<MatrixEntry[]>([])
+  const [industries, setIndustries] = useState<Industry[]>([])
+  const [personas, setPersonas] = useState<Persona[]>([])
+  const [isLoading, setIsLoading] = useState(false)
+  
+  // Filters
+  const [industryFilter, setIndustryFilter] = useState<number | 'all'>('all')
+  const [personaFilter, setPersonaFilter] = useState<number | 'all'>('all')
+  const [searchTerm, setSearchTerm] = useState('')
+
+  // Editing state
+  const [editingId, setEditingId] = useState<number | null>(null)
+  const [editValues, setEditValues] = useState<{
+    subject: string
+    intro: string
+    social_proof: string
+  }>({ subject: '', intro: '', social_proof: '' })
+
+  const fetchMetadata = async () => {
+    try {
+      const [resInd, resPers] = await Promise.all([
+        axios.get(`${apiBase}/industries`),
+        axios.get(`${apiBase}/matrix/personas`)
+      ])
+      setIndustries(resInd.data)
+      setPersonas(resPers.data)
+    } catch (e) {
+      console.error("Failed to fetch metadata:", e)
+    }
+  }
+
+  const fetchEntries = async () => {
+    setIsLoading(true)
+    try {
+      const params: any = {}
+      if (industryFilter !== 'all') params.industry_id = industryFilter
+      if (personaFilter !== 'all') params.persona_id = personaFilter
+      
+      const res = await axios.get(`${apiBase}/matrix`, { params })
+      setEntries(res.data)
+    } catch (e) {
+      console.error("Failed to fetch matrix entries:", e)
+    } finally {
+      setIsLoading(false)
+    }
+  }
+
+  useEffect(() => {
+    fetchMetadata()
+  }, [])
+
+  useEffect(() => {
+    fetchEntries()
+  }, [industryFilter, personaFilter])
+
+  const filteredEntries = useMemo(() => {
+    if (!searchTerm) return entries
+    const s = searchTerm.toLowerCase()
+    return entries.filter(e => 
+      e.industry_name.toLowerCase().includes(s) || 
+      e.persona_name.toLowerCase().includes(s) ||
+      (e.subject?.toLowerCase().includes(s)) ||
+      (e.intro?.toLowerCase().includes(s)) ||
+      (e.social_proof?.toLowerCase().includes(s))
+    )
+  }, [entries, searchTerm])
+
+  const startEditing = (entry: MatrixEntry) => {
+    setEditingId(entry.id)
+    setEditValues({
+      subject: entry.subject || '',
+      intro: entry.intro || '',
+      social_proof: entry.social_proof || ''
+    })
+  }
+
+  const cancelEditing = () => {
+    setEditingId(null)
+  }
+
+  const saveEditing = async (id: number) => {
+    try {
+      await axios.put(`${apiBase}/matrix/${id}`, editValues)
+      setEntries(prev => prev.map(e => e.id === id ? { ...e, ...editValues } : e))
+      setEditingId(null)
+    } catch (e) {
+      alert("Save failed")
+      console.error(e)
+    }
+  }
+
+  const handleDownloadCSV = () => {
+    let url = `${apiBase}/matrix/export`
+    const params = new URLSearchParams()
+    if (industryFilter !== 'all') params.append('industry_id', industryFilter.toString())
+    if (personaFilter !== 'all') params.append('persona_id', personaFilter.toString())
+    
+    if (params.toString()) {
+      url += `?${params.toString()}`
+    }
+    
+    window.open(url, '_blank')
+  }
+
+  return (
+    <div className="space-y-4">
+      {/* Toolbar */}
+      <div className="flex flex-wrap items-center gap-3 bg-slate-50 dark:bg-slate-950 p-3 rounded-lg border border-slate-200 dark:border-slate-800">
+        <div className="flex items-center gap-2">
+          <Filter className="h-4 w-4 text-slate-400" />
+          <span className="text-xs font-bold text-slate-500 uppercase">Filters:</span>
+        </div>
+        
+        <select 
+          className="bg-white dark:bg-slate-900 border border-slate-300 dark:border-slate-700 rounded px-2 py-1.5 text-xs outline-none focus:ring-1 focus:ring-blue-500"
+          value={industryFilter}
+          onChange={e => setIndustryFilter(e.target.value === 'all' ? 'all' : parseInt(e.target.value))}
+        >
+          <option value="all">All Industries</option>
+          {industries.map(i => <option key={i.id} value={i.id}>{i.name}</option>)}
+        </select>
+
+        <select 
+          className="bg-white dark:bg-slate-900 border border-slate-300 dark:border-slate-700 rounded px-2 py-1.5 text-xs outline-none focus:ring-1 focus:ring-blue-500"
+          value={personaFilter}
+          onChange={e => setPersonaFilter(e.target.value === 'all' ? 'all' : parseInt(e.target.value))}
+        >
+          <option value="all">All Personas</option>
+          {personas.map(p => <option key={p.id} value={p.id}>{p.name}</option>)}
+        </select>
+
+        <div className="flex-1 min-w-[200px] relative">
+          <Search className="absolute left-3 top-1/2 -translate-y-1/2 h-3.5 w-3.5 text-slate-400" />
+          <input 
+            type="text"
+            placeholder="Search in texts..."
+            className="w-full bg-white dark:bg-slate-900 border border-slate-300 dark:border-slate-700 rounded px-9 py-1.5 text-xs outline-none focus:ring-1 focus:ring-blue-500"
+            value={searchTerm}
+            onChange={e => setSearchTerm(e.target.value)}
+          />
+        </div>
+
+        <button 
+          onClick={handleDownloadCSV}
+          className="flex items-center gap-2 bg-slate-200 dark:bg-slate-800 hover:bg-slate-300 dark:hover:bg-slate-700 text-slate-700 dark:text-slate-300 px-3 py-1.5 rounded text-xs font-bold transition-all border border-slate-300 dark:border-slate-700"
+        >
+          <Download className="h-3.5 w-3.5" />
+          EXPORT CSV
+        </button>
+      </div>
+
+      {/* Table */}
+      <div className="border border-slate-200 dark:border-slate-800 rounded-lg overflow-hidden bg-white dark:bg-slate-950">
+        <table className="w-full text-left text-xs table-fixed">
+          <thead className="bg-slate-50 dark:bg-slate-900 border-b border-slate-200 dark:border-slate-800 text-slate-500 font-bold uppercase">
+            <tr>
+              <th className="p-3 w-40">Combination</th>
+              <th className="p-3 w-1/4">Subject Line</th>
+              <th className="p-3 w-1/3">Intro Text</th>
+              <th className="p-3">Social Proof</th>
+              <th className="p-3 w-20 text-center">Action</th>
+            </tr>
+          </thead>
+          <tbody className="divide-y divide-slate-100 dark:divide-slate-800/50">
+            {isLoading ? (
+              <tr><td colSpan={5} className="p-12 text-center text-slate-400 italic">Loading matrix entries...</td></tr>
+            ) : filteredEntries.length === 0 ? (
+              <tr><td colSpan={5} className="p-12 text-center text-slate-400 italic">No entries found for the selected filters.</td></tr>
+            ) : filteredEntries.map(entry => (
+              <tr key={entry.id} className={clsx("group transition-colors", editingId === entry.id ? "bg-blue-50/50 dark:bg-blue-900/10" : "hover:bg-slate-50/50 dark:hover:bg-slate-900/30")}>
+                <td className="p-3 align-top">
+                  <div className="font-bold text-slate-900 dark:text-white leading-tight mb-1">{entry.industry_name}</div>
+                  <div className="text-[10px] text-blue-600 dark:text-blue-400 font-bold uppercase tracking-wider">{entry.persona_name}</div>
+                </td>
+                
+                <td className="p-3 align-top">
+                  {editingId === entry.id ? (
+                    <input 
+                      className="w-full bg-white dark:bg-slate-900 border border-blue-300 dark:border-blue-700 rounded p-1.5 outline-none"
+                      value={editValues.subject}
+                      onChange={e => setEditValues(v => ({ ...v, subject: e.target.value }))}
+                    />
+                  ) : (
+                    <div className="text-slate-700 dark:text-slate-300">{entry.subject || <span className="text-slate-400 italic">Empty</span>}</div>
+                  )}
+                </td>
+
+                <td className="p-3 align-top">
+                  {editingId === entry.id ? (
+                    <textarea 
+                      className="w-full bg-white dark:bg-slate-900 border border-blue-300 dark:border-blue-700 rounded p-1.5 outline-none h-24 text-[11px]"
+                      value={editValues.intro}
+                      onChange={e => setEditValues(v => ({ ...v, intro: e.target.value }))}
+                    />
+                  ) : (
+                    <div className="text-slate-600 dark:text-slate-400 line-clamp-4 hover:line-clamp-none transition-all">{entry.intro || <span className="text-slate-400 italic">Empty</span>}</div>
+                  )}
+                </td>
+
+                <td className="p-3 align-top">
+                  {editingId === entry.id ? (
+                    <textarea 
+                      className="w-full bg-white dark:bg-slate-900 border border-blue-300 dark:border-blue-700 rounded p-1.5 outline-none h-24 text-[11px]"
+                      value={editValues.social_proof}
+                      onChange={e => setEditValues(v => ({ ...v, social_proof: e.target.value }))}
+                    />
+                  ) : (
+                    <div className="text-slate-600 dark:text-slate-400 line-clamp-4 hover:line-clamp-none transition-all">{entry.social_proof || <span className="text-slate-400 italic">Empty</span>}</div>
+                  )}
+                </td>
+
+                <td className="p-3 align-top text-center">
+                  {editingId === entry.id ? (
+                    <div className="flex flex-col gap-2">
+                      <button 
+                        onClick={() => saveEditing(entry.id)}
+                        className="p-1.5 bg-green-600 text-white rounded hover:bg-green-500 transition-colors shadow-sm"
+                        title="Save Changes"
+                      >
+                        <Check className="h-4 w-4" />
+                      </button>
+                      <button 
+                        onClick={cancelEditing}
+                        className="p-1.5 bg-slate-200 dark:bg-slate-800 text-slate-600 dark:text-slate-400 rounded hover:bg-slate-300 dark:hover:bg-slate-700 transition-colors"
+                        title="Cancel"
+                      >
+                        <X className="h-4 w-4" />
+                      </button>
+                    </div>
+                  ) : (
+                    <button 
+                      onClick={() => startEditing(entry)}
+                      className="p-2 text-slate-400 hover:text-blue-500 hover:bg-blue-50 dark:hover:bg-blue-900/20 rounded-full transition-all opacity-0 group-hover:opacity-100"
+                      title="Edit Entry"
+                    >
+                      <Edit2 className="h-4 w-4" />
+                    </button>
+                  )}
+                </td>
+              </tr>
+            ))}
+          </tbody>
+        </table>
+      </div>
+    </div>
+  )
+}
diff --git a/company-explorer/frontend/src/components/RoboticsSettings.tsx b/company-explorer/frontend/src/components/RoboticsSettings.tsx
index 7ee9dc5b..33384f21 100644
--- a/company-explorer/frontend/src/components/RoboticsSettings.tsx
+++ b/company-explorer/frontend/src/components/RoboticsSettings.tsx
@@ -1,7 +1,8 @@
-import { useEffect, useState } from 'react'
+import { useEffect, useState, useMemo } from 'react'
 import axios from 'axios'
-import { X, Bot, Tag, Target, Users, Plus, Trash2, Save, Flag, Check, Ban, ExternalLink } from 'lucide-react'
+import { X, Bot, Tag, Target, Users, Plus, Trash2, Save, Flag, Check, Ban, ExternalLink, ChevronDown, Grid } from 'lucide-react'
 import clsx from 'clsx'
+import { MarketingMatrixManager } from './MarketingMatrixManager'
 
 interface RoboticsSettingsProps {
   isOpen: boolean
@@ -9,6 +10,28 @@ interface RoboticsSettingsProps {
   apiBase: string
 }
 
+type JobRolePatternType = {
+  id: number;
+  pattern_type: 'exact' | 'regex';
+  pattern_value: string;
+  role: string; // Should match Persona.name
+  priority: number;
+  is_active: boolean;
+  created_by: string;
+  created_at: string;
+  updated_at: string;
+}
+
+type RawJobTitleType = {
+  id: number;
+  title: string;
+  count: number;
+  source: string;
+  is_mapped: boolean;
+  created_at: string;
+  updated_at: string;
+}
+
 type ReportedMistake = {
   id: number;
   company_id: number;
@@ -25,17 +48,45 @@ type ReportedMistake = {
 }
 
 export function RoboticsSettings({ isOpen, onClose, apiBase }: RoboticsSettingsProps) {
-  const [activeTab, setActiveTab] = useState<'robotics' | 'industries' | 'roles' | 'mistakes'>(
-    localStorage.getItem('roboticsSettingsActiveTab') as 'robotics' | 'industries' | 'roles' | 'mistakes' || 'robotics'
+  const [activeTab, setActiveTab] = useState<'robotics' | 'industries' | 'roles' | 'mistakes' | 'matrix'>(
+    localStorage.getItem('roboticsSettingsActiveTab') as 'robotics' | 'industries' | 'roles' | 'mistakes' | 'matrix' || 'robotics'
   )
   
   const [roboticsCategories, setRoboticsCategories] = useState<any[]>([])
   const [industries, setIndustries] = useState<any[]>([])
-  const [jobRoles, setJobRoles] = useState<any[]>([])
-  const [rawJobTitles, setRawJobTitles] = useState<any[]>([])
+  const [jobRoles, setJobRoles] = useState<JobRolePatternType[]>([])
+  const [rawJobTitles, setRawJobTitles] = useState<RawJobTitleType[]>([])
   const [reportedMistakes, setReportedMistakes] = useState<ReportedMistake[]>([])
   const [currentMistakeStatusFilter, setCurrentMistakeStatusFilter] = useState<string>("PENDING");
   const [isLoading, setIsLoading] = useState(false);
+  const [isClassifying, setIsClassifying] = useState(false);
+  const [roleSearch, setRoleSearch] = useState("");
+
+  const groupedAndFilteredRoles = useMemo(() => {
+    const grouped = jobRoles.reduce((acc: Record<string, JobRolePatternType[]>, role) => {
+        const key = role.role || 'Unassigned';
+        if (!acc[key]) {
+            acc[key] = [];
+        }
+        acc[key].push(role);
+        return acc;
+    }, {} as Record<string, JobRolePatternType[]>);
+
+    if (!roleSearch) {
+        return grouped;
+    }
+
+    const filtered = {} as Record<string, JobRolePatternType[]>;
+    for (const roleName in grouped) {
+        const roles = grouped[roleName].filter((r: JobRolePatternType) => 
+            r.pattern_value.toLowerCase().includes(roleSearch.toLowerCase())
+        );
+        if (roles.length > 0) {
+            filtered[roleName] = roles;
+        }
+    }
+    return filtered;
+  }, [jobRoles, roleSearch]);
 
   const fetchAllData = async () => {
     setIsLoading(true);
@@ -44,7 +95,7 @@ export function RoboticsSettings({ isOpen, onClose, apiBase }: RoboticsSettingsP
         axios.get(`${apiBase}/robotics/categories`),
         axios.get(`${apiBase}/industries`),
         axios.get(`${apiBase}/job_roles`),
-        axios.get(`${apiBase}/job_roles/raw`),
+        axios.get(`${apiBase}/job_roles/raw?unmapped_only=true`), // Ensure we only get unmapped
         axios.get(`${apiBase}/mistakes?status=${currentMistakeStatusFilter}`),
       ]);
       setRoboticsCategories(resRobotics.data);
@@ -66,6 +117,21 @@ export function RoboticsSettings({ isOpen, onClose, apiBase }: RoboticsSettingsP
     }
   }, [isOpen]);
 
+  useEffect(() => {
+    if (isOpen) {
+      // Refetch mistakes when filter changes
+      const fetchMistakes = async () => {
+        setIsLoading(true);
+        try {
+          const res = await axios.get(`${apiBase}/mistakes?status=${currentMistakeStatusFilter}`);
+          setReportedMistakes(res.data.items);
+        } catch (e) { console.error(e) }
+        finally { setIsLoading(false) }
+      }
+      fetchMistakes();
+    }
+  }, [currentMistakeStatusFilter]);
+
   useEffect(() => {
     localStorage.setItem('roboticsSettingsActiveTab', activeTab);
   }, [activeTab]);
@@ -97,10 +163,56 @@ export function RoboticsSettings({ isOpen, onClose, apiBase }: RoboticsSettingsP
     }
   };
 
-  const handleAddJobRole = async () => {
+  const handleBatchClassify = async () => {
+    if (!window.confirm(`This will send all ${rawJobTitles.length} unmapped job titles to the AI for classification. This may take a few minutes. Continue?`)) {
+        return;
+    }
+    setIsClassifying(true);
+    try {
+        await axios.post(`${apiBase}/job_roles/classify-batch`);
+        alert("Batch classification started in the background. The list will update automatically as titles are processed. You can close this window.");
+        // Optionally, you can poll for completion or just let the user see the number go down on next refresh.
+        // For now, we just inform the user.
+    } catch (e) {
+        alert("Failed to start batch classification.");
+        console.error(e);
+    } finally {
+        setIsClassifying(false);
+    }
+  };
+  
+  const handleUpdateJobRole = async (roleId: number, field: string, value: any) => {
+    const roleToUpdate = jobRoles.find(r => r.id === roleId);
+    if (!roleToUpdate) return;
+
+    const updatedRole = { ...roleToUpdate, [field]: value };
+    
+    // Convert priority to number just in case
+    if (field === 'priority') {
+        updatedRole.priority = parseInt(value, 10);
+    }
+
+    try {
+        await axios.put(`${apiBase}/job_roles/${roleId}`, updatedRole);
+        // Optimistic update
+        setJobRoles(jobRoles.map(r => r.id === roleId ? updatedRole : r));
+    } catch (e) {
+        alert("Failed to update job role");
+        console.error(e);
+        // Revert on failure if needed, but for now just log it
+    }
+  };
+
+  const handleAddJobRole = async (title?: string) => {
+      const patternValue = title || "New Pattern";
       setIsLoading(true);
       try { 
-          await axios.post(`${apiBase}/job_roles`, { pattern: "New Pattern", role: "Operativer Entscheider" }); 
+          await axios.post(`${apiBase}/job_roles`, { 
+              pattern_type: "exact",
+              pattern_value: patternValue, 
+              role: "Influencer",
+              priority: 100 
+            }); 
           fetchAllData();
       } catch (e) { 
           alert("Failed to add job role");
@@ -109,7 +221,11 @@ export function RoboticsSettings({ isOpen, onClose, apiBase }: RoboticsSettingsP
           setIsLoading(false);
       }
   }
+
   const handleDeleteJobRole = async (id: number) => {
+      if (!window.confirm("Are you sure you want to delete this pattern?")) {
+          return;
+      }
       setIsLoading(true);
       try { 
           await axios.delete(`${apiBase}/job_roles/${id}`); 
@@ -144,6 +260,7 @@ export function RoboticsSettings({ isOpen, onClose, apiBase }: RoboticsSettingsP
                  { id: 'robotics', label: 'Robotics Potential', icon: Bot },
                  { id: 'industries', label: 'Industry Focus', icon: Target },
                  { id: 'roles', label: 'Job Role Mapping', icon: Users },
+                 { id: 'matrix', label: 'Marketing Matrix', icon: Grid },
                  { id: 'mistakes', label: 'Reported Mistakes', icon: Flag },
              ].map(t => (
                  <button 
@@ -255,28 +372,60 @@ export function RoboticsSettings({ isOpen, onClose, apiBase }: RoboticsSettingsP
           </div>
 
           <div key="roles-content" className={clsx("space-y-8", { 'hidden': isLoading || activeTab !== 'roles' })}>
-              {/* Existing Patterns */}
+              {/* Existing Patterns Grouped */}
               <div className="space-y-4">
-                  <div className="flex justify-between items-center">
-                    <div>
-                        <h3 className="text-sm font-bold text-slate-700 dark:text-slate-300">Active Mapping Patterns</h3>
-                        <p className="text-[10px] text-slate-500 uppercase font-semibold">Deterministic Regex/Text rules</p>
+                  <div className="flex justify-between items-center gap-4">
+                    <div className="flex-1">
+                        <input 
+                            type="text"
+                            placeholder="Search patterns..."
+                            value={roleSearch}
+                            onChange={e => setRoleSearch(e.target.value)}
+                            className="w-full bg-white dark:bg-slate-950 border border-slate-300 dark:border-slate-700 rounded-md px-3 py-1.5 text-xs text-slate-900 dark:text-white focus:ring-1 focus:ring-blue-500 outline-none"
+                        />
                     </div>
-                    <button onClick={handleAddJobRole} className="flex items-center gap-1 px-3 py-1.5 bg-blue-600 hover:bg-blue-500 text-white text-xs font-bold rounded shadow-lg shadow-blue-500/20"><Plus className="h-3 w-3" /> ADD PATTERN</button>
+                    <button onClick={() => handleAddJobRole()} className="flex items-center gap-1 px-3 py-1.5 bg-blue-600 hover:bg-blue-500 text-white text-xs font-bold rounded shadow-lg shadow-blue-500/20"><Plus className="h-3 w-3" /> ADD PATTERN</button>
                   </div>
-                  <div className="bg-white dark:bg-slate-950 border border-slate-200 dark:border-slate-800 rounded-xl overflow-hidden shadow-sm">
-                      <table className="w-full text-left text-xs">
-                          <thead className="bg-slate-50 dark:bg-slate-900/50 border-b border-slate-200 dark:border-slate-800 text-slate-500 font-bold uppercase tracking-wider"><tr><th className="p-3">Pattern (% for wildcard)</th><th className="p-3">Target Persona Role</th><th className="p-3 w-10"></th></tr></thead>
-                          <tbody className="divide-y divide-slate-100 dark:divide-slate-800/50">
-                              {jobRoles.map(role => (
-                                  <tr key={role.id} className="group hover:bg-slate-50/50 dark:hover:bg-slate-800/30 transition-colors">
-                                      <td className="p-2"><input className="w-full bg-transparent border border-transparent hover:border-slate-300 dark:hover:border-slate-700 rounded px-2 py-1 text-slate-900 dark:text-slate-200 outline-none focus:border-blue-500 font-mono" defaultValue={role.pattern} /></td>
-                                      <td className="p-2"><select className="w-full bg-transparent border border-transparent hover:border-slate-300 dark:hover:border-slate-700 rounded px-2 py-1 text-slate-900 dark:text-slate-200 outline-none focus:border-blue-500" defaultValue={role.role}><option>Operativer Entscheider</option><option>Infrastruktur-Verantwortlicher</option><option>Wirtschaftlicher Entscheider</option><option>Innovations-Treiber</option><option>Influencer</option></select></td>
-                                      <td className="p-2 text-center"><button onClick={() => handleDeleteJobRole(role.id)} className="text-slate-400 hover:text-red-500 opacity-0 group-hover:opacity-100 transition-all transform hover:scale-110"><Trash2 className="h-4 w-4" /></button></td>
-                                  </tr>
-                              ))}
-                          </tbody>
-                      </table>
+
+                  <div className="space-y-2">
+                      {Object.keys(groupedAndFilteredRoles).sort().map(roleName => (
+                          <details key={roleName} className="bg-white dark:bg-slate-950 border border-slate-200 dark:border-slate-800 rounded-lg group" open={!!roleSearch}>
+                              <summary className="p-3 cursor-pointer flex justify-between items-center group-hover:bg-slate-50 dark:group-hover:bg-slate-900 transition-colors">
+                                  <div className="font-semibold text-slate-800 dark:text-slate-200 text-xs">
+                                      {roleName}
+                                      <span className="ml-2 text-slate-400 font-normal">({groupedAndFilteredRoles[roleName].length} patterns)</span>
+                                  </div>
+                                  <ChevronDown className="h-4 w-4 text-slate-400 transform group-open:rotate-180 transition-transform" />
+                              </summary>
+                              <div className="border-t border-slate-200 dark:border-slate-800">
+                                <table className="w-full text-left text-xs">
+                                    <thead className="bg-slate-50 dark:bg-slate-900/50 text-slate-500 font-bold uppercase tracking-wider">
+                                        <tr>
+                                            <th className="p-2">Type</th>
+                                            <th className="p-2">Pattern Value</th>
+                                            <th className="p-2">Priority</th>
+                                            <th className="p-2 w-8"></th>
+                                        </tr>
+                                    </thead>
+                                    <tbody className="divide-y divide-slate-100 dark:divide-slate-800/50">
+                                        {groupedAndFilteredRoles[roleName].map((role: JobRolePatternType) => (
+                                            <tr key={role.id} className="group/row hover:bg-slate-50/50 dark:hover:bg-slate-800/30 transition-colors">
+                                                <td className="p-1.5">
+                                                    <select className="w-full bg-transparent border border-transparent hover:border-slate-300 dark:hover:border-slate-700 rounded px-1 py-0.5 text-slate-900 dark:text-slate-200 outline-none focus:border-blue-500" defaultValue={role.pattern_type} onChange={(e) => handleUpdateJobRole(role.id, 'pattern_type', e.target.value)}>
+                                                        <option>exact</option>
+                                                        <option>regex</option>
+                                                    </select>
+                                                </td>
+                                                <td className="p-1.5"><input className="w-full bg-transparent border border-transparent hover:border-slate-300 dark:hover:border-slate-700 rounded px-1 py-0.5 text-slate-900 dark:text-slate-200 outline-none focus:border-blue-500 font-mono" defaultValue={role.pattern_value} onBlur={(e) => handleUpdateJobRole(role.id, 'pattern_value', e.target.value)} /></td>
+                                                <td className="p-1.5"><input type="number" className="w-16 bg-transparent border border-transparent hover:border-slate-300 dark:hover:border-slate-700 rounded px-1 py-0.5 text-slate-900 dark:text-slate-200 outline-none focus:border-blue-500 font-mono" defaultValue={role.priority} onBlur={(e) => handleUpdateJobRole(role.id, 'priority', e.target.value)} /></td>
+                                                <td className="p-1.5 text-center"><button onClick={() => handleDeleteJobRole(role.id)} className="text-slate-400 hover:text-red-500 opacity-0 group-hover/row:opacity-100 transition-all transform hover:scale-110"><Trash2 className="h-4 w-4" /></button></td>
+                                            </tr>
+                                        ))}
+                                    </tbody>
+                                </table>
+                              </div>
+                          </details>
+                      ))}
                   </div>
               </div>
 
@@ -287,19 +436,26 @@ export function RoboticsSettings({ isOpen, onClose, apiBase }: RoboticsSettingsP
                         <h3 className="text-sm font-bold text-slate-700 dark:text-slate-300">Discovery Inbox</h3>
                         <p className="text-[10px] text-slate-500 uppercase font-semibold">Unmapped job titles from CRM, prioritized by frequency</p>
                     </div>
+                    {rawJobTitles.length > 0 && (
+                        <button 
+                            onClick={handleBatchClassify} 
+                            disabled={isClassifying}
+                            className="flex items-center gap-1 px-3 py-1.5 bg-green-600 hover:bg-green-500 text-white text-xs font-bold rounded shadow-lg shadow-green-500/20 disabled:bg-slate-400 disabled:shadow-none"
+                        >
+                            <Bot className="h-3 w-3" /> 
+                            {isClassifying ? 'CLASSIFYING...' : `CLASSIFY ${rawJobTitles.length} TITLES`}
+                        </button>
+                    )}
                   </div>
                   <div className="bg-slate-50/50 dark:bg-slate-900/20 border border-dashed border-slate-300 dark:border-slate-700 rounded-xl overflow-hidden">
                       <table className="w-full text-left text-xs">
                           <thead className="bg-slate-100/50 dark:bg-slate-900/80 border-b border-slate-200 dark:border-slate-800 text-slate-400 font-bold uppercase tracking-wider"><tr><th className="p-3">Job Title from CRM</th><th className="p-3 w-20 text-center">Frequency</th><th className="p-3 w-10"></th></tr></thead>
                           <tbody className="divide-y divide-slate-100 dark:divide-slate-800/50">
-                              {rawJobTitles.map(raw => (
+                              {rawJobTitles.map((raw: RawJobTitleType) => (
                                   <tr key={raw.id} className="group hover:bg-white dark:hover:bg-slate-800 transition-colors">
                                       <td className="p-3 font-medium text-slate-600 dark:text-slate-400 italic">{raw.title}</td>
                                       <td className="p-3 text-center"><span className="px-2 py-1 bg-slate-200 dark:bg-slate-800 rounded-full font-bold text-[10px] text-slate-500">{raw.count}x</span></td>
-                                      <td className="p-3 text-center"><button onClick={async () => {
-                                          await axios.post(`${apiBase}/job_roles`, { pattern: `%${raw.title.toLowerCase()}%`, role: "Influencer" });
-                                          fetchAllData();
-                                      }} className="p-1 text-blue-500 hover:bg-blue-100 dark:hover:bg-blue-900/30 rounded transition-all"><Plus className="h-4 w-4" /></button></td>
+                                      <td className="p-3 text-center"><button onClick={() => handleAddJobRole(raw.title)} className="p-1 text-blue-500 hover:bg-blue-100 dark:hover:bg-blue-900/30 rounded transition-all"><Plus className="h-4 w-4" /></button></td>
                                   </tr>
                               ))}
                               {rawJobTitles.length === 0 && (<tr><td colSpan={3} className="p-12 text-center text-slate-400 italic">Discovery inbox is empty. Import raw job titles to see data here.</td></tr>)}
@@ -309,6 +465,10 @@ export function RoboticsSettings({ isOpen, onClose, apiBase }: RoboticsSettingsP
               </div>
           </div>
 
+          <div key="matrix-content" className={clsx("space-y-4", { 'hidden': isLoading || activeTab !== 'matrix' })}>
+              <MarketingMatrixManager apiBase={apiBase} />
+          </div>
+
           <div key="mistakes-content" className={clsx("space-y-4", { 'hidden': isLoading || activeTab !== 'mistakes' })}>
               <div className="flex justify-between items-center">
                   <h3 className="text-sm font-bold text-slate-700 dark:text-slate-300">Reported Data Mistakes</h3>
diff --git a/standalone_importer.py b/standalone_importer.py
new file mode 100644
index 00000000..a6708911
--- /dev/null
+++ b/standalone_importer.py
@@ -0,0 +1,92 @@
+import csv
+from collections import Counter
+import os
+import argparse
+from sqlalchemy import create_engine, Column, Integer, String, Boolean, DateTime
+from sqlalchemy.orm import sessionmaker
+from sqlalchemy.ext.declarative import declarative_base
+from datetime import datetime
+import logging
+
+# --- Standalone Configuration ---
+DATABASE_URL = "sqlite:////app/companies_v3_fixed_2.db"
+LOG_FILE = "/app/Log_from_docker/standalone_importer.log"
+
+# --- Logging Setup ---
+logging.basicConfig(
+    level=logging.INFO,
+    format='%(asctime)s - %(levelname)s - %(message)s',
+    handlers=[
+        logging.FileHandler(LOG_FILE),
+        logging.StreamHandler()
+    ]
+)
+logger = logging.getLogger(__name__)
+
+# --- SQLAlchemy Models (simplified, only what's needed) ---
+Base = declarative_base()
+
+class RawJobTitle(Base):
+    __tablename__ = 'raw_job_titles'
+    id = Column(Integer, primary_key=True)
+    title = Column(String, unique=True, index=True)
+    count = Column(Integer, default=1)
+    source = Column(String, default="import")
+    is_mapped = Column(Boolean, default=False)
+    created_at = Column(DateTime, default=datetime.utcnow)
+    updated_at = Column(DateTime, default=datetime.utcnow, onupdate=datetime.utcnow)
+
+# --- Database Connection ---
+engine = create_engine(DATABASE_URL)
+SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)
+
+def import_job_titles_standalone(file_path: str):
+    db = SessionLocal()
+    try:
+        logger.info(f"Starting standalone import of job titles from {file_path}")
+        
+        job_title_counts = Counter()
+        total_rows = 0
+
+        with open(file_path, 'r', encoding='utf-8') as f:
+            reader = csv.reader(f)
+            for row in reader:
+                if row and row[0].strip():
+                    title = row[0].strip()
+                    job_title_counts[title] += 1
+                    total_rows += 1
+        
+        logger.info(f"Read {total_rows} total job title entries. Found {len(job_title_counts)} unique titles.")
+
+        added_count = 0
+        updated_count = 0
+
+        for title, count in job_title_counts.items():
+            existing_title = db.query(RawJobTitle).filter(RawJobTitle.title == title).first()
+            if existing_title:
+                if existing_title.count != count:
+                    existing_title.count = count
+                    updated_count += 1
+            else:
+                new_title = RawJobTitle(title=title, count=count, source="csv_import", is_mapped=False)
+                db.add(new_title)
+                added_count += 1
+        
+        db.commit()
+        logger.info(f"Standalone import complete. Added {added_count} new unique titles, updated {updated_count} existing titles.")
+
+    except Exception as e:
+        logger.error(f"Error during standalone job title import: {e}", exc_info=True)
+        db.rollback()
+    finally:
+        db.close()
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="Standalone script to import job titles from a CSV file.")
+    parser.add_argument("file_path", type=str, help="Path to the CSV file containing job titles.")
+    args = parser.parse_args()
+
+    # Ensure the log directory exists
+    os.makedirs(os.path.dirname(LOG_FILE), exist_ok=True)
+
+    import_job_titles_standalone(args.file_path)
diff --git a/test_api_logic.py b/test_api_logic.py
new file mode 100644
index 00000000..c94d3a9b
--- /dev/null
+++ b/test_api_logic.py
@@ -0,0 +1,22 @@
+import os
+import sys
+
+# Add the company-explorer directory to the Python path
+sys.path.append(os.path.abspath(os.path.join(os.getcwd(), 'company-explorer')))
+
+from backend.database import SessionLocal, MarketingMatrix, Industry, Persona
+from sqlalchemy.orm import joinedload
+
+db = SessionLocal()
+try:
+    query = db.query(MarketingMatrix).options(
+        joinedload(MarketingMatrix.industry),
+        joinedload(MarketingMatrix.persona)
+    )
+    entries = query.all()
+    print(f"Total entries: {len(entries)}")
+    for e in entries[:3]:
+        print(f"ID={e.id}, Industry={e.industry.name if e.industry else 'N/A'}, Persona={e.persona.name if e.persona else 'N/A'}")
+        print(f"  Subject: {e.subject}")
+finally:
+    db.close()