modules/optimization.py

from typing import List, Dict, Any

def analyze_competitor_ads(competitor_url: str, observations: str) -> str:
    """
    Formats a competitor ad teardown report.
    """
    report = f"# Ad Teardown: {competitor_url}\n\n"
    report += "## Observations\n"
    report += f"{observations}\n\n"
    report += "## Strategic Takeaways\n"
    report += "- **Hooks detected:** [Derived from observations]\n"
    report += "- **Value Prop:** [Derived from observations]\n"
    report += "- **Estimated CPM:** [Industry Average]\n"
    return report

def generate_email_marketing_copy(objective: str, product: str) -> str:
    """
    Drafts an email follow-up sequence for ad leads.
    """
    return f"""
# Email Sequence: {product} ({objective})

## Email 1: The Welcome (Instant)
Subject: Welcome to {product}!
Hi [Name], thanks for showing interest in {product}. Here is that resource I promised...

## Email 2: The Logic (Day 2)
Subject: Why {product} works for [Audience]
Hi [Name], most people fail at [Problem] because of [Root Cause]. {product} solves this by...

## Email 3: The Offer (Day 4)
Subject: Ready to start with {product}?
Hi [Name], I'd love to offer you a special 15% discount to get started this week.
"""

def optimize_landing_page_for_ads(page_content: str) -> str:
    """
    Provides CRO feedback for an ad-driven landing page.
    """
    return f"""
# Landing Page Audit: CRO Feedback

## High-Impact Fixes
1. **Headline Match:** Ensure your headline exactly matches your ad hook.
2. **Above the Fold:** Your CTA button must be visible without scrolling.
3. **Speed:** Your current page score suggests [X]s load time. Aim for < 2s.

## Content Improvements
- Add trust badges (logos/reviews) right under the hero.
- Reduce form fields to the bare minimum (Name/Email only).
"""