Building Hy-Pe with AI
As customers grow increasingly accustomed to personalized digital experiences, traditional CRM approaches built on broad segments and generic visuals are quickly losing traction. This case study explores how a European automotive brand reimagined its CRM strategy through AI-driven hyper-personalization, transforming static campaigns into highly contextual, visually tailored experiences — and, in doing so, unlocked a remarkable 243% increase in Functions on Demand sales.
The Challenge
A European automotive brand wanted to improve the commercial impact of its CRM campaigns promoting Functions on Demand (FoD). Existing campaigns relied on broad segmentation and static creatives, often resulting in mismatched communication — for example, promoting features or visuals that did not reflect the customer’s vehicle, driving context, or real-world environment.
At the same time, the brand needed a scalable way to deliver highly relevant communication across multiple markets, without increasing operational complexity or manual workload.
The Approach
A hyper-personalized CRM strategy was introduced, combining granular segmentation, dynamic content generation, and AI-powered creatives.
Customers were segmented based on location and product eligibility, enabling tailored messaging for specific FoD features such as Adaptive Cruise Control, Ambient Lights, and Traffic Sign Recognition. This simplified segmentation model proved both scalable and effective across multiple markets .
To ensure clear measurement of impact, the campaign was designed as a controlled A/B test, where both personalized and default variants used the same email template. This allowed performance differences to be directly attributed to personalization rather than structural differences.
At the core of the approach was visual hyper-personalization. For each customer, a unique image was created by generating a contextually relevant background based on their location and combining it with their specific vehicle configuration. AI-assisted compositing ensured realistic alignment of lighting, reflections, perspective, and environmental effects, resulting in highly authentic and visually consistent outputs at scale.
This enabled a shift from generic campaign visuals to fully individualized creatives, where each customer received communication reflecting their real-world context. Visual personalization proved to be the strongest driver of engagement and overall campaign performance.A robust QA and governance framework was implemented to ensure full control over AI-generated outputs. This included automated validation of content, strict brand and legal compliance checks, and continuous monitoring of generated assets. The process was designed to reliably eliminate risks associated with AI hallucinations or inconsistencies, preventing any potential brand damage while maintaining high creative quality.
The solution was fully integrated into the existing CRM ecosystem and supported by cloud-based processing, ensuring consistency, flexibility, and speed of execution.
Partnering with Optimics
Optimics supported the design and implementation of the hyper-personalization framework, including segmentation logic, AI-driven creative generation, and scalable campaign orchestration.
The Results
The hyper-personalized campaign significantly outperformed standard CRM communication across both engagement and commercial performance.
+243%
Increase in FoD sales within 14 days
(3084 hyper-personalized campaign vs. 900 standard campaign)
Up to +154%
Increase in CTR across personalized variants
• +154% Traffic Sign Recognition
• +121% Adaptive Cruise Control
• +102% Ambient Lights
Visual personalization proved to be the primary driver of performance uplift, with image-based variants consistently outperforming default campaign
creatives. The campaign demonstrated that visually driven hyper-personalization can move beyond engagement metrics and deliver measurable commercial impact, even with simplified data inputs.
*Results achieved during campaign period in December 2025 across selected European markets.
