[ SIGNAL — FIELD NOTES ]
Field notes on Meta ads, cost-cap scaling, AI creative systems, and growth operations — from an operator with $100M+ managed across 60+ brands.
Turn a Meta audit into an implementation plan: evidence, expected impact, dependencies, owner and rollback. Sequence fixes and verify what changed.
Allocate a $15K Meta creative budget around conversion cost, delay and the decision at stake. Separate screening, validation and operating spend.
Does Meta retargeting create extra sales? Build a holdout test, calculate incremental contribution and distinguish uncertain results from attributed ROAS.
Build SaaS Meta ads around the buyer, workflow and product proof. A practical testing matrix measures qualified activation and pipeline beyond clicks.
Compare SaaS acquisition cohorts at day 60 using retained customers, net collections and contribution. Diagnose message, product and billing problems separately.
Can one AI operator replace your Meta ads agency? Compare responsibilities, real account evidence and Timofei’s pricing: 5% of spend or $3,000/month minimum.
Set AI SaaS acquisition targets using contribution after inference, hosting, support and refunds. Compare light and heavy usage with a worked cohort example.
Build a BFCM Meta budget around contribution, sellable stock and cash. A worked three-scenario forecast shows when to scale, hold or restrict spend.
Find where Meta traffic breaks between the ad and your Shopify product page. Check the advertised variant, offer, mobile buying path and measurement.
Compare Meta Instant Forms and website demo forms using qualified attended demos and customers. A worked example and test plan look beyond cheap leads.
Calculate the conversion lift a new-customer discount must earn. Compare contribution per visitor, media cost and later customer cohorts before scaling Meta ads.
Trace SaaS Meta leads through qualified meetings, opportunities, signed contracts and collections. Find the stage to fix with a clear funnel worksheet.