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Metrics

First Principle

Ads Do Not Create Demand — They Reveal Friction

Every metric answers one question only:
Where is friction occurring in the customer journey?
I do not optimize ads. I diagnose bottlenecks.
Traffic simply exposes:
Offer weakness
Message mismatch
Market distrust
Operational failure (sales, speed-to-lead)

The Funnel Is Only 4 Psychological Gates

Regardless of platform (Meta, Google, TikTok, Instagram), every campaign passes through the same four gates:
Table 10
Gate
Question Being Answered
Primary Metrics
Attention
“Do I stop scrolling?”
Thumb-stop rate, 3s views, CTR
Resonance
“Is this for me?”
Hold rate, CPC, engagement
Trust
“Do I believe you?”
CVR, form start %, landing bounce
Intent
“Am I ready now?”
CPL, booked rate, close rate
There are no rows in this table
⁠
If a campaign fails, it fails at one gate only.

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