📚 Demo Pattern

Entry Theme → Campaign Flow

Click a "fake ad" below to see how marketing campaigns map to user concerns, which then drive dynamic landing page content and data requirements.

🏗️ Architecture Note

The Flash Guidance Engine provides user_concerns and entry_points with their minimum_data_for_insight. Marketing owns the campaign copy (headlines, CTAs). This demo shows how a consuming app would wire them together.

Facebook 📉

TAX_DRAG → tax-efficiency

📋 Entry Point Data Requirements (from ai-manifest.json)

Entry Point	Entry Theme	minimum_data_for_insight	Form Fields
`tax-efficiency`	TAX_DRAG	`["age", "income"]`	2 dropdowns
`roth-window`	RETIREMENT_INCOME	`["age", "income"]`	2 dropdowns
`wealth-builder`	WEALTH_BUILDING	`["age", "income", "total_savings"]`	3 dropdowns

Entry Theme → Campaign Flow

Your investments, working after-tax.

Your Roth window might be closing.

Build lasting wealth. Keep more.