Move beyond correlation to establish the true, causal-driven value of your marketing spend. By using controlled experiments, Violet's Incrementality Testing isolates the actual lift your campaigns generate, providing the definitive proof needed to validate your models and invest with confidence.

Your current models show correlation, not causation, leaving you to guess which channels are truly driving growth and which are taking credit for organic behavior.
Without knowing the true incremental impact of your spend, you can't confidently decide whether to scale, maintain, or cut budget in a specific channel or campaign.
CFOs and CEOs don’t want to hear about attribution. When impact can’t be proven, it becomes harder to justify marketing budgets to your CFO, CEO, or board.
Incrementality testing delivers the most reliable way to measure true business impact — grounded in experiments, not assumptions.
Our data scientists build a custom Incrementality Backlog, prioritize tests, and design them around your goals and budget — embedding experimentation directly into your campaign planning and investment cycles. You receive expert-guided insights, not just reports
Use causal insights to calibrate your MMM and DDA models, creating a continuous feedback loop that strengthens every future decision.
We deploy geo-holdout, ghost-ad, and matched-market tests tailored to your data, your spend, and your growth goals.
Every program is led by our data scientists — handling prioritization, setup, execution, and interpretation — so you can focus on decisions, not statistics.
Each experiment feeds back into your measurement system, creating a self-improving model that connects media investment with true business outcomes.