Advanced Closed-Loop Ads Attribution

Company
đź›’ Rohlik
Skill Area
Product & Development
Tool Stack
UserTestingNoSQL DBsPosthogStatsig
đź“‹

Overview

🔍 Project context
User research revealed a critical insight: advertisers were willing to pay premium CPMs for retail media specifically because of its closed-loop measurement capabilities. Unlike traditional digital channels, retail media promised direct attribution from ad exposure to purchase—but we weren't fully capitalizing on this differentiation.
đź’ˇ Challenges
Develop a comprehensive measurement solution to strengthen Rohlik's closed-loop attribution proposition. Move beyond basic conversion tracking to prove true incremental impact, positioning measurement capabilities as a core competitive advantage and revenue driver.
🚀 Key Achievements
Launched the Intelligence Suite: Built a comprehensive measurement ecosystem centered on deterministic A/B testing and AI-powered insights. Delivered four core products: Incremental Sales Lift Studies, Offsite Brand Lift, Creative A/B Testing, and AI Data Analysis. Unlocked Significant Annual Contract Growth: The suite became a key differentiator in sales conversations, driving advertisers to commit to annual agreements rather than one-off campaigns. Measurement capabilities transformed from a nice-to-have into a revenue-generating product line. Elevated Market Positioning: Positioned Rohlik Ads alongside walled gardens like Amazon and Criteo with enterprise-grade measurement tools, proving incremental impact rather than just correlation.
👨‍💼

Scope & Responsibilities

Built and deployed four core measurement products:

1. Incremental Sales Lift Studies

Deterministic A/B testing infrastructure measuring true sales incrementality. Split audiences 80/20 (exposed vs. control) to isolate campaign impact from baseline sales. Delivered statistically rigorous proof of ROI.

2. Offsite Brand Lift Studies

Survey-based measurement platform for brand awareness, recognition, and perception. Enabled full-funnel visibility by comparing brand metrics between exposed and control audiences—capturing upper-funnel impact beyond direct sales.

3. Creative A/B Testing Platform

Live, in-campaign creative testing tooling. Advertisers select their KPI (CTR, viewability, conversion) and the system automatically identifies winning creatives, enabling continuous optimization without manual intervention.

4. AI Data Analysis

Natural language insights engine built on custom MCP server architecture. Automatically answers questions like "What drove last week's CTR?" with evidence-backed explanations, eliminating hours of manual reporting work.