1. Why Traditional SaaS Can Use Google Ads

The Standard Funnel (Works Because Demand Already Exists)

1. User Problem Exists
   “I need email marketing software.”
   Clear category → clear need.
2. Search Intent Exists
   Users search “best email marketing tools.”
   Keywords are well-defined.
3. Ad Targeting Works
   Bid on existing keywords.
   CPC predictable → matching intent to offer.
4. Conversion Works
   Users click → sign up → become customers.
   CAC stable and forecastable.
5. Scale Works
   You reinvest profitably.
   Optimization → compounding → growth engine.

Underlying Logic:
Problem → Search Volume → Keyword Targeting → Conversion → CAC Predictability → Scale.

Traditional SaaS succeeds because the market already knows it has a problem.

2. Why Google Ads Break for AI Products

“You can’t exactly go and buy some Google ads because there’s a bunch of people searching for a thing that does this.”
— Sean Ellis

The AI Funnel (Fails Because Demand Doesn’t Pre-Exist)

1. No Recognized Problem
   Users don’t know they need an AI assistant to:
   • write code
   • generate content
   • analyze data
   • automate workflows
     → Need is unformed.
2. No Search Intent
   What would users even type?
   • “AI thing?”
   • “Smart helper?”
   • “Do my work for me?”
     No category → no queries.
3. No Keywords to Bid On
   • No keyword research
   • No CPC benchmarks
   • No competition
   • No search intent
     → Nothing to target.
4. No Traffic
   Even if you run ads:
   • Zero impressions
   • Zero clicks
   • CAC = infinite
     → You cannot acquire users.
5. No Growth Engine
   • Can’t test
   • Can’t optimize
   • Can’t forecast
     → You hit the distribution death spiral.

Bottom Line:
AI products fail on Google Ads because the entire demand-gen apparatus assumes the user already knows the category exists.

3. The Brutal Cold-Start Problem

What’s Missing

• No clear path to customers who are actively seeking solutions
• No intent signals
• No keywords
• No search queries
• No CPC benchmarks
• No way to test messaging
• No performance marketing loop

You have a transformative product with zero built-in distribution.

What This Means

• You cannot rely on paid acquisition early
• Word-of-mouth becomes the only viable channel
• Product must be so good that users evangelize it
• Discovery happens through demonstration, not search
• You must create demand before you can capture it

Growth strategy shifts from “keyword capture” to “category creation.”