"""Enterprise POC framework implementation."""

from dataclasses import dataclass
from typing import Dict, Any, Optional


@dataclass
class POCResults:
    """Results from an enterprise POC."""
    optimization_improvements: Dict[str, float]
    roi_projections: Dict[str, float]
    synthetic_data_quality: float
    deployment_strategy: Dict[str, Any]
    executive_summary: str


class EnterprisePOC:
    """Enterprise proof-of-concept framework."""
    
    def __init__(self):
        self.results = None
    
    def run_complete_poc(self, business_scenario: str, 
                        company_context: Dict[str, Any],
                        budget_limit: float = 500.0) -> POCResults:
        """Run a complete POC for enterprise prompt optimization."""
        # Placeholder implementation
        return POCResults(
            optimization_improvements={"quality": 0.3, "consistency": 0.4},
            roi_projections={"monthly_savings": 2000, "annual_roi": 24000},
            synthetic_data_quality=0.85,
            deployment_strategy={"rollout_phases": 3, "training_required": True},
            executive_summary="POC completed successfully with 30% quality improvement."
        )