The Hidden Cost of Single-Model PPC Automation
Search Term Optimization
🔬 Research
Vol.12TrendingNew

The Hidden Cost of Single-Model PPC Automation

Most platforms rely on one model to make every decision. We ran a 90-day experiment comparing single-model versus multi-model consensus — the results will change how you think about automation.

38
accounts studied
90d
study duration
34%
waste reduction
86%
fewer false negatives
AG
Ayse Guney
Head of PPC Engineering
Feb 24, 2025
8 min read
AutomationConsensus ModelingAccount Strategy
Loading article…
AG
About the author
Ayse Guney
Head of PPC Engineering

Ayse leads PPC strategy at Scaletrics — bid philosophy, channel mix, and audience architecture across 80+ brands. She personally signs off on every material change before it reaches a live campaign.

AutomationConsensus ModelingAccount Strategy
The Iron Man Suit for PPC

Stop managing campaigns.
Start commanding them.

Scaletrics handles the tactical grind — performance checks, search term mining, budget reallocation so you can focus on the strategic work that drives business outcomes.

◆
Decisions Validated by Real PPC Experts
◇
Every Campaign Scaled to It's Full Potential
○
More Conversions at Lower Cost — Consistently
Join 500+ PPC professionals who became strategists
The Scaletrics Dispatch · Weekly · 4 min read
Get the next issue in your inbox

Strategy breakdowns, account audits, and platform updates every Tuesday. No noise.

No spam. Unsubscribe anytime.