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The Funnel Trap: When Programmatic Optimization Goes Too Far
Part 1: The Optimization Delusion

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đŚ Part 1: The Optimization Delusion
The machines are working perfectly... at sabotaging your brand.
Hey folksâquick note: Iâm out this entire week for the holiday of Pesach (yes, I was named after it). That doesnât mean the machines get to run wild. I already produced this four-part series in advanceâbecause if you let the algorithm take over while youâre out of office, youâll come back to your brand selling crypto knives on cat meme websites.
Each section of this series has a free teaser for everyone, and a deeper dive for paid membersâbecause just like your ad strategy, not everything should be free.
đ¨ Letâs talk about the big lie: Optimization
Weâve all been sold the idea that more data + more automation = better results. But sometimes, when you let the AI cook, what you get isnât a gourmet mealâitâs spam casserole.
đşď¸ Brief History of Optimization Metrics
Letâs take a little trip down Memory Laneâthe one paved with dashboards and false confidence:
CTR (Click-Through Rate): The OG metric. You clicked? Great! Except it turns out most clicks come from serial ad clickers, rage clickers, or your own QA guy testing creative.
CPA (Cost Per Action): Seemed smarterâtie spend to actual actions. But what kind of actions? If you're optimizing for free trial signups, donât act shocked when you attract freebie hunters who ghost after day one.
ROAS (Return on Ad Spend): Now weâre cooking, right? Except... not really. ROAS tells you how much money you immediately made. It says nothing about the long-term health of your customer base. Itâs like judging a restaurant by how fast it turns tables, not whether anyone comes back.
đ¤ Rise of the Black Box: Smart Bidding, Dumb Strategy
âLet the algorithm decide,â they said. âIt knows better,â they whispered. And you believed them.
Enter: Smart Bidding. Googleâs black-box bidding engine claims to optimize for your goals based on hundreds of contextual signalsâdevice, time of day, user intent, moon phase, maybe your exâs Spotify playlist.
But hereâs the thing:
You donât know what itâs really doing.
And if youâre not careful, it starts optimizing for the easiest conversionsâthe low-hanging, half-rotten fruit.
Letâs say you tell it to go after clicks.
Guess what? Youâll get clicks. Lots of them.
From who?
People who love to click on everything.
(And buy absolutely nothing.)
You tell it to go after cheap sales.
Youâll get them.
From bargain shoppers who churn faster than you can say âcart abandonment.â
đŁ The Hidden Cost of "Winning" Too Quickly
Hereâs where it gets dangerous. When you only look at the now, you miss what really matters:
đ Lifetime Value Tanks: That cheap customer? They never come back.
đ No Loyalty, No Brand Love: You're just a coupon dispenser with a logo.
𧨠Innovation Dies: You stop investing in real growth.
đââď¸ Consumers Run to Competitors: Because the one who builds the relationship wins.
Itâs like picking fruit before itâs ripe. Sure, it looks good today, but bite into it and youâre left with bitter pulp and regrets.