April 2026: $26,489.59 of Meta spend returned $102,431.19 for a vibe-coded B2B SaaS. This is the operator's file on that month — the rules, the copy, the creative, and the mistakes, reconstructed decision by decision.
PIXEL-ATTRIBUTED · META ADS MANAGER · EXPORTED VIA WINDSOR.AI · AUG 27, 2026
Spend · 30 days
Attributed back
ROAS
Customers
Cost / customer
Everything else was enforcement. The file walks all thirty days; these are the three that mattered.
The survivors of March's $50/day trials hit the thresholds. Spend jumped to $614.78/day — same post IDs migrated so every comment and social proof survived the move.
After the 11.6x day (Apr 9: $567.47 → $6,577.89), the urge was to touch everything. Budgets held instead — the learning phase stayed intact into the first $1,115/day deployment.
Winners bundled into CBO ($1,295.32 → $5,908.43 on the day). Too early kills learning; too late leaks budget. The file gives the exact trigger conditions.
Copy the six thresholds onto your account. The first bad ad set they catch pays 8x the file.
Take the codex's price-anchor structure, add the qualifier, strip the acronyms. Run it against your current control.
The highest hit-rate creative family on my accounts, briefed verbatim in chapter v. Ugly converts.
of one average April day's spend ($883)
one threshold-caught ad set out-earns the file 8:1
of the month's attributed revenue it documents
The file ends April 30. The account didn't. It's live right now at $1,000+/day — with weekly plans, verdicts, and ledgers. That's the War Room, and it's a separate thing.
See the live operation →Immediately after checkout — the full file plus the vault, readable anywhere, future revisions included.
The figures are pixel-attributed exports from Meta Ads Manager (via Windsor.ai, Aug 27, 2026), and buyers get the raw 30-day ledger inside — every cent traceable, none of it round.
That's where the system was born. April's aggression came after proof. The file is explicit about which parts are budget-agnostic and which parts are earned.
The doctrine comes from SaaS and digital products; that's the claim I stand behind. The structure travels; the benchmarks may not. The file says so instead of pretending.
30 days. If it doesn't tighten your account, email and get the $19 back. Losses stay on my ledger — that's the brand.