📊 Analytics & Intelligence

Know a problem is coming before it shows up.

Models trained on your own historical performance to flag early signs of decline or opportunity — before it's visible in a monthly report.

What This Covers

By the time underperformance shows up clearly in a monthly report, budget has often already been wasted for weeks. We train predictive models on your account's own historical patterns to surface early warning signs while there's still time to react.

These aren't generic industry benchmarks — the models learn specifically from your account's own data, so they get more accurate the longer they run.

Inside This Service

📉
Early Decline Detection
Models flag channels or campaigns showing early signs of underperformance, before it's obvious in aggregate numbers.
📈
Opportunity Flagging
Emerging high-performing segments get surfaced early enough to capitalise on with additional budget.
🎯
Account-Specific Training
Models trained on your account's own historical data, not generic industry benchmarks.

Our Approach

01
Historical Data Review
We assess how much historical data is available to train against.
02
Model Training
Predictive models are trained and validated against your account's actual patterns.
03
Ongoing Refinement
Models are retrained periodically as more data accumulates, improving accuracy over time.

Predictive Performance Models FAQ

More data improves accuracy, but we can typically start with 3-6 months of historical performance and refine from there.

We're transparent about confidence levels from the start — accuracy improves as the model accumulates more of your account's own data.

Related Services

Want predictive performance models that actually moves numbers?

Tell us about your goals and we'll show you exactly how we'd approach it.

Book a Free Strategy Call →
Need help? Ask our AI 👋
GMDE AI Assistant
Online now
Hi! I'm the GM Digital Edge AI assistant. What's your main marketing challenge right now?