Three documented case studies. Real Ads Manager data, honest challenges, and the actual creatives that moved the needle. No vanity metrics — just what worked, and the friction nobody puts on a portfolio.
Meta Ads Manager · WonderFab account
145 WhatsApp leads · $2.65 CPC · 100 Opportunity Score
Goal: drive inbound quote requests through WhatsApp without burning runway. Modest daily budget. Conversions, not impressions.
3D printing wasn't a known retail category in the Dominican market. The carousel had to teach what 3D printing can decorate and sell the specific pieces — gardens, colmados, karts, off-road buggies — that fit Dominican homes and gift culture.
145 inbound WhatsApp quote requests exceeded the shop's printing capacity within two weeks. WonderFab made the right call: stop spending, fulfill the backlog, scale ops, then re-open.
The hardest part of paid social for a new physical-product business isn't getting clicks — it's making sure ops can absorb the demand. I now stress-test fulfillment capacity with every new client before launch. This account taught me that.
Meta Ads Manager · Pluto by Neural account
2,256 trials @ $0.24 + 322 WhatsApp leads @ $1.76
The product solves a regulatory pain (Ley 32-23: e-CF, 606/607/608 reporting, INDOTEL digital signature). Subscription pricing starts at $19/month. Budget capped at $1,800/mo.
At $19/mo entry pricing, anything above ~$3 per free trial kills unit economics. Highest Volume bidding ballooned CPL as budget grew. Needed a bid strategy that protected the ceiling without choking delivery.
Solution: Cost Cap bidding with a target ~15% below the CPL break-even ceiling. Cost Cap lets Meta optimize while enforcing the average cost target — exactly what subscription products need at scale.
A meaningful percentage of free trials converted to paying subscriptions, giving Neural positive ROAS within the first billing cycle. The account went from zero customers to a self-sustaining channel in under 60 days, with the option to scale up the moment they're ready.
The winning creative wasn't the prettiest — it was the compliance checklist that made readers feel personally exposed to a regulation they hadn't fully understood. Performance creative is psychology first, design second.
Top performer: 31 results · €28.02 CPA · €88/day budget · 70,190 reach · 1.32 frequency
"Oats Overnight" UGC-meets-infographic format · Bold benefits + claim icons + social proof + lifestyle shot
Product-market fit was there but acquisition wasn't consistent. The ask: prove paid social could scale spend without collapsing return — in a category dominated by Hims, Ro, and AG1.
Every operator knows the curve: ROAS stays clean at $20/day, collapses at $200/day. Scaling spend 55% while holding 1.5× ROAS in US wellness — fighting unlimited-budget incumbents for every conversion — was the actual hard part.
Top performer delivered 31 conversions at €28 CPA on €88/day budget. Reach hit 70k+ with frequency held at 1.32 — sustainable scaling without fatigue.
1.5× ROAS isn't a unicorn number, and I'm not dressing it up. For a US wellness DTC operating against unlimited-budget incumbents, holding 1.5× while actively scaling 55% is genuinely hard. Most accounts in this category lose ROAS as they scale. This one didn't.
Andromeda — Meta's new delivery system — isn't broken. Most accounts hitting "ten creatives, only one spends" aren't suffering an algorithm problem. They lost visibility into how their creatives are actually structured. Here's how I'm running accounts under it.
The 1-3-1 / 1-5-1 era is over. Andromeda learns inside a single block: 1 campaign, 1 ad set, 8–12 creatives. No budget cannibalization, no slow learning.
Andromeda groups creatives by hook, visual pattern, pacing, messaging. Ten "different" ads built around the same idea are read as one — fix is more taggable differences.
Daily 20% increases keep CPA stable. Overnight doubles break the system and force a re-learn from zero.
Ask what specifically inside the winning creative is performing — and what's missing from the others. Skip that and you'll kill winners early or scale things you don't understand.
Old-structure accounts still collapse mid-month. Disciplined Andromeda accounts stay flat or trend up. The difference is operator behavior, not algorithm magic.
Stop briefing "10 videos." Start briefing 3–4 distinct hooks × 3 formats (UGC, polished, static) × different emotional triggers. That's real exploration.
Stop thinking "how many creatives." Start thinking "how many taggable differences." That's what Andromeda actually reacts to.
I take on a small number of accounts each quarter. If you're scaling DTC, B2B SaaS, or a local service brand and want a Meta operator who'll tell you what's actually broken — let's talk.
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