Performance Marketing · Measurement · AI

Performance Marketing Steering

Measure impact. Steer budgets. Lead platforms intelligently.

Platforms automate ever larger parts of campaign execution. At the same time, it is becoming harder to distinguish attributed revenue from actual impact.

Modern performance steering connects business objectives, value signals, measurement and AI-supported decisions.

Google AdsSmart BiddingIncrementalityMMMCAC/LTVAgentic AI

The steering lever is shifting.

From manual campaign management to strategic, data-driven steering of impact, value and growth.

The shift from operational campaign management with keywords, bids, campaigns and channel KPIs to modern steering through business targets, value signals, measurement and decision rights.

The more autonomous execution becomes, the more important the target system, measurement and decision rights become.

Four layers of modern performance steering.

Four layers of modern performance steering: business economics, signals and measurement, platform steering, and learning and control – connecting value creation, integrated steering and impact at scale.

From attribution to budget decisions.

Different measurement methods answer different questions. The decisive step is translating them into a shared steering logic.

Attribution, incrementality and marketing mix modelling feed into a shared decision logic for budget allocation.

No single metric decides. What matters is the right measurement method for the decision at hand.

Google Ads shows where steering is heading.

As bidding, matching and parts of campaign execution become increasingly automated, the inputs into the system gain importance.

Google AdsSmart BiddingtROASValue Signals
Google Ads feedback loop with business target, value signals, measurement and feedback around Google Ads as the central execution platform.

The platform optimises execution. The difference lies in the quality of the inputs — and how we use them.

Experience. Current exploration. Hands-on practice.

Three distinct levels of evidence — deliberately kept separate.

Track Record

Data-driven Commercial Steering

Long-standing experience in international digital commerce, digital marketing, tracking and attribution, customer data, CRM, and production analytics and ML applications.

Commercial Steering · Data & Analytics · Attribution · CRM · Personalization · ML

Current Focus

Modern Performance Measurement

Current exploration of value-based bidding, incrementality, marketing mix modelling and marginal budget allocation. The focus is on translating them into better commercial decisions.

Smart Bidding · CAC/LTV · Incrementality · MMM · mROI

Practice

Agentic Decisioning

My own prototypes explore how AI can change analysis, decision support and steering in performance marketing.

Agents · Decision Support · Validation · Guardrails

Two practical tests.

Performance marketing as a steering system.

The next generation of performance marketing will not emerge from a single tool or model.

Business ValueSignalsMeasurementDecisionActivationLearning
The leadership task is shifting from optimising individual channels to designing a system that measures impact, allocates resources, learns continuously and uses automation under control.
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