Zero-Targeting Design Systems
đ§Ź How to train Metaâs algorithm without targeting a damn thing, Media Buyer Index of the Week, and more!
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In this newsletter, youâll find:
đ§Ź Zero-Targeting Design Systems: How to train Metaâs algorithm without targeting a damn thing
đ Media Buyer Index: CPC, CAC, ROAS Trends
đ Ad of the Day
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đ§Ź Zero-Targeting Design Systems: How to train Metaâs algorithm without targeting a damn thing
Most media buyers still think theyâre in control. Theyâre not.
The era of explicit interest targeting is over, and Meta now infers who to show your ad to based almost entirely on creative fingerprinting. If your ad doesnât resemble the content your ideal customer engages with, it gets stuck in delivery limbo.
Letâs build a real system for the algorithm youâre actually talking to.
đĄ The Core Insight: Inference > Interest
Meta no longer needs you to specify audiences. It builds its own based on what your ad looks like, not what it says.
Through image and video embeddings, Meta compresses every ad into a vector and compares it against those that already perform well with known user clusters. This is how it decides where your ad goes.
Which means:
âCreative is the new targetingâ is wrong. Creative is the signal that triggers the real targeting.
đ§ Tactic 1: Design for Visual Pattern Matching
Meta favors content that resembles what people already consume. That means your top-of-funnel content must pass the âplatform-nativeâ test.
Ask yourself:
Would this blend into a userâs feed without looking like an ad?
Does this visually resemble the UGC, memes, vlogs, or how-tos your audience consumes organically?
Run diagnostic audits on your top ads:
Whatâs the scene structure? (bathroom, bedroom, street)
Whatâs the use case visibility? (real-life application shown?)
Whatâs the actor/talent archetype? (expert, friend, aspirational)
Change these, and you change how Meta routes your delivery.
đ Tactic 2: Stop Chasing Manual Control
Still selecting interests or ârunners age 30-45â as your audience?
Thatâs friction. Meta will override it, silently.
Instead, optimize your ad creative to communicate the audience indirectly:
Want runners? Show shoes pounding pavement.
Want skincare buyers? Show realistic texture, not just the bottle.
Want new moms? Show sleep-deprived morning rituals, not a logo.
Meta doesnât care what your product is, only what your content signals. This is not guesswork. Itâs literal inference logic.
đ Real Example: Zero Targeting Recovery Ad
Brand: Niche recovery footwear.
Audience: Active 30â50 year olds with joint pain.
What worked:
A top-view unboxing on a worn-out yoga mat
Barefoot walking shots on tile (visual discomfort trigger)
Caption: âShoes I didnât know I needed post-pickleballâ
No ârunningâ or âfitnessâ interests were used. Meta connected the visual cues to older active lifestyle patterns, and scaled.
Why It Matters
Youâre not buying attention anymore, youâre training an inference machine.
Stop trying to shout at audiences manually. Design for the fingerprint that makes Meta whisper to the right people.
If youâre still optimizing for CTR and âclean layouts,â Youâre probably getting outbid by someone optimizing for algorithms instead.
Let Meta do its job. Just feed it the signals itâs looking for.
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đ Media Buyer Index: CPC, CAC, ROAS Trends
AI-driven ad performance data from Northbeam (Aug 27 â Sep 2, 2025) shows sharp divergences across platforms in cost and efficiency. While Meta and Google continue to command budget share, smaller platforms reveal hidden opportunities and risks. Hereâs the breakdown.
The Breakdown:
1. CPC (Cost per Click) - Snapchat (+17.85%), Microsoft (+15.74%), and TikTok (+14.75%) saw the steepest CPC jumps, signaling rising testing costs. By contrast, YouTube (-7.33%) and Meta (-3.60%) provided cheaper clicks, highlighting widening disparities in platform efficiency for top-of-funnel activity.
2. CAC (Customer Acquisition Cost) - YouTubeâs CAC fell sharply (-17.02%), making it the most cost-efficient channel despite high CPMs. Meta (-5.39%) and Pinterest (-3.93%) also improved acquisition efficiency, while LinkedIn (+6.35%) worsened, suggesting platform maturity and creative fit drive acquisition beyond media cost alone.
3. ROAS (Return on Ad Spend) - YouTube (+45.03%) led all platforms, followed by Pinterest (+23.49%) and TikTok (+11.27%). Meta (+8.69%) and Google (+9.93%) showed solid gains, while Microsoft was the only major player with negative ROAS (-5.86%). Strong outperformance on YouTube signals untapped scaling potential versus where budgets sit today.
Meta holds 63.77% of spend (+3.17%), while Google takes 25.77% (-5.42%). But YouTube, despite a +45% ROAS surge, only captures 2.39% (-9.15%) of budget, showing a gap between results and allocations. This imbalance means opportunities exist to reallocate spend toward overperforming but underfunded channels.
đ Ad of the Day
What Works and Insights
1. Strong headline focus on outcome â The line âFall into restful sleepâ is simple, direct, and focused on the customerâs desired end benefit rather than the product itself. The move is to always anchor messaging in the result the audience cares about most, and only then introduce the ingredients or science that supports it.
2. Clear differentiation vs. competition â Highlighting âMore than melatoninâ is a smart way to stand apart from generic sleep aids, setting up a clear comparison that frames the product as superior. Brands can use this strategy by identifying the most common shortcut or solution in their category and showing how their product goes beyond it.
3. Ingredient transparency builds trust â Listing specific amounts like â100 mg GABA & 50 mg L-theanineâ gives the ad credibility and speaks directly to health-conscious buyers who demand clarity. Spelling out measurable details instead of vague claims shows confidence and caters to a more informed audience, shortening the decision-making process and strengthening brand authority.
Final Takeaway: This ad shows how pairing emotional benefit-led messaging (ârestful sleepâ) with rational proof points (ingredient dosages) creates a one-two punch: it connects with both impulse-driven shoppers and analytical buyers. Brands in wellness, skincare, and even tech can borrow this balance, leading with promise, then sealing trust with proof.
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