Everything
we know,
written down.
Research, frameworks, and operational playbooks from the team that built a 7-model consensus engine for paid search — shared so you can apply them whether you use Scaletrics or not.
Latest articles
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 7-model consensus — the results will change how you think about automation.
Stop managing campaigns.
Start commanding them.
Scaletrics handles the tactical grind — bid adjustments, search term mining, budget reallocation — so you can focus on strategy, growth, and proving your impact.
We built Scaletrics for the PPC professionals who are already good at what they do — and want a system that respects that.
We Audited 38 Accounts. Here's What Search Term Waste Actually Costs
Across 38 mid-to-large Google Ads accounts, 34% of search term spend was recoverable. The patterns behind the waste are more predictable than you'd expect.
Across 38 mid-to-large Google Ads accounts, 34% of search term spend was recoverable. The patterns behind the waste are more predictable than you'd expect.
We Tested 2,400 Ad Variations. Only 1 in 8 Actually Moved the Needle
Most ad variation tests produce no measurable result. Across 2,400 RSA variations, only 1 in 8 moved the needle — here's what the winners had in common.
Most ad variation tests produce no measurable result. Across 2,400 RSA variations, only 1 in 8 moved the needle — here's what the winners had in common.
Expert playbooks
Structure Guardrails Before You Automate
Automation without guardrails is speed without brakes. The right flexibility range is the single highest-impact first configuration step.
Set a 15–30% flexibility range as your baseline
Group campaigns by strategic similarity, not just type
Start in Balanced mode for the first 30 days
Review guardrail activity logs weekly for the first month
Reading Budget Efficiency Curves Correctly
A saturation signal is not an instruction to pause — it's a cue to redistribute. How to interpret the curve and act without losing ground.
Look for flat efficiency across 7+ consecutive days
Check impression share: saturation + high IS = spend ceiling
Redirect budget to campaigns still in linear growth
Re-evaluate after 5 days — curves shift with seasonality
Search Term Review Cadence That Actually Works
Most teams check search terms too often or not enough. A review rhythm that catches waste without creating noise.
Set consensus to flag at 5-of-7 agreement
Review flagged terms every Tuesday — not daily
Maintain a monitor list for borderline terms
Never add a negative without checking its parent keyword
Building a Negative Keyword Architecture That Scales
A well-structured negative list prevents future waste instead of just cleaning up current waste.
Create 3 tiers: Account-level, Campaign-level, Ad Group
Account-level: universal irrelevance and competitors
Campaign-level: intent mismatches specific to theme
Consolidate tiers every 90 days to prevent structural bloat
Ad Copy Testing Without the Statistical Traps
Declaring a winner too early is one of the most costly PPC errors. The discipline that makes your decisions statistically real.
Never call a winner before 95% statistical confidence
Run tests for minimum 14 days regardless of volume
Test one variable at a time — headline OR description
Document losing variants; they inform all future experiments
Landing Page Monitoring: What to Actually Watch
Not all landing page issues are equally urgent. Triage correctly so critical problems get immediate action.
P0 (immediate): page down, broken conversion tag
P1 (same day): load time >4s, form submission errors
P2 (weekly): content drift, minor speed regression
Configure auto-pause for P0 events only
Latest updates
Adaptive Learning v2 — Cross-Campaign Preference Propagation
Preferences you approve are no longer siloed. Scaletrics propagates compatible learnings across semantically similar campaigns.
Budget Saturation Now Accounts for Seasonality
Our efficiency curve model previously flagged seasonal spikes as saturation. V2.7.3 incorporates 52-week patterns.
Campaign Intelligence: Diminishing Returns Dashboard
Visualise exactly where each campaign sits on its efficiency curve — and see projected performance at different spend levels.
Search Term System: False Positive Rate Down 34%
18 months of consensus data analysis — intent classification weights updated, resulting in a 34% reduction in false positives.
Landing Page Monitor: Auto-Pause & Form Health
Two most-requested features: auto-pause when pages go down, and continuous form submission health tracking.
Strategy breakdowns, account audits, and Scaletrics feature drops — straight to your inbox. No noise.
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