THE LEAD

Most marketing teams measure CPL like it's the channel-health metric.

CPL is the price of capturing an email address. Cost-to-acquire a customer is the back-end number, and it's usually higher.

I've watched CMOs defend a channel for 3 quarters because the CPL number kept ticking down, while the back end was bleeding six figures a year.

THE FRAMEWORK

LTV is the metric that ends the argument between the dashboard and the CFO. Four pieces do the work:

1. The 5-minute LTV calc. Average order value times average orders per customer times gross margin. The full breakdown walks through the napkin version that's precise enough to move spend this quarter.

2. The 3-to-1 ratio. 3:1 LTV:CAC is the working floor. Below it the channel doesn't feed itself. Above 7:1 you're under-investing and a competitor will outbid you.

3. The channel reshuffle. Run LTV across the paid mix and the cheap-CPL channel often comes back under 1:1 while the expensive-CPL channel clears 5:1. The reallocation moves 20 to 30% of spend in 30 days on a flat budget.

4. The 12-month cohort window. Single-period LTV moves with promo timing. The cohort window is the real signal: 12 months for B2C, 18 to 24 for B2B.

BEFORE YOU DEPLOY

Run the napkin LTV calc on your top 3 paid channels this week.

Three numbers each: average order value, average orders per customer, gross margin. Multiply.

If the channel with your lowest CPL comes back with the lowest LTV, you've found the trap. The dashboard rewards channels that close conversions late. LTV rewards channels that bring in customers who stay.

The two metrics fund different channels. The gap between them is the reshuffle.

THIS WEEK ON PROFESSOR LEADS

Mon: The $45 CPL that loses money.

Tue: 5-minute LTV.

Wed: The 3-to-1 ratio.

Thu: The channel reshuffle.

Fri: The 12-month window.

Sat: TikTok-only wrap on the week.

William DeCourcy, Professor Leads

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