# Marketing & Advertising

Factored builds production AI for marketing teams that improves targeting, attribution, and ROI across channels at scale.

## AI Systems That Maximize Revenue, Efficiency, And Measurable Impact

01

### **Audience Segmentation & Personalization at Scale**

Increased engagement and conversion by delivering highly relevant experiences in real time.

Built ML-driven audience segmentation, clustering, and personalization systems using behavioral, transactional, and contextual signals.

02

### **Attribution, Measurement & Spend Optimization**

Improved marketing ROI and reduced wasted spend across channels.

Designed multi-touch attribution models and optimization pipelines that connect impressions, actions, and revenue outcomes.

03

### **GenAI for Market Insights & Creative Intelligence**

Accelerated insight generation while reducing reliance on slow, expensive research cycles.

Deployed LLM-powered systems to simulate audiences, test messaging, and surface actionable market intelligence.

## Case Studies & Proven Impact

Adaptive Ecommerce Personalization Customer Segmentation & LTV Multi Channel Attribution LLMs for Market Research Campaign Performance Platform

### Adaptive, Real-Time Personalization with Reinforcement Learning

**Personalize every customer interaction to maximize engagement and conversion**

Static recommendations and one-size-fits-all targeting limited discovery and engagement.

Deployed a session-aware reinforcement learning system that adapts recommendations in real time across web and mobile.

**58% increase in click-through rate**, **36% lift in conversion**, and **31% more product variety shown** per session.

[Explore Our Work](/content/resources/case-studies?1_industry_equal=Marketing+%26+Advertising/index.html)

### Customer Segmentation & LTV Optimization

**Identify high-value customers and allocate spend where it matters most.**

Marketing spend was inefficient due to limited visibility into customer lifetime value and behavior.

Built ML-based clustering and segmentation models to group customers by value, behavior, and growth potential.

Improved targeting precision, higher LTV, and more efficient acquisition and retention strategies.

[Explore Our Work](/content/resources/case-studies?1_industry_equal=Marketing+%26+Advertising/index.html)

### Multi-Channel Attribution & Budget Optimization

**Connect marketing spend to real business outcomes.**

Teams lacked clear attribution across channels, leading to suboptimal budget allocation.

Designed attribution models linking impressions, conversions, and revenue across digital channels.

Reduced wasted spend and improved ROI through data-driven budget reallocation.

[Explore Our work](/content/resources/case-studies?1_industry_equal=Marketing+%26+Advertising/index.html)

### Leveraging LLMs for Synthetic Market Research

**Replace slow market research with AI-driven insight simulation.**

Traditional research methods were slow, expensive, and inflexible.

Built LLM-powered synthetic personas to simulate audience reactions, pricing sensitivity, and messaging effectiveness.

**Faster insight cycles, lower research costs, and rapid experimentation without third-party studies.**

[Explore Our Work](/content/resources/case-studies?1_industry_equal=Marketing+%26+Advertising/index.html)

### Campaign Performance Analytics & Optimization

**Optimize campaigns continuously instead of post-mortems.**

Campaign insights arrived too late to influence performance.

Built real-time dashboards and ML models to track performance and surface optimization opportunities.

Faster optimization cycles, improved campaign efficiency, and clearer visibility into marketing impact.

[Explore Our Work](/content/resources/case-studies?1_industry_equal=Marketing+%26+Advertising/index.html)

## Three Engagement Models

### **Embedded Engineers**

Elite, dedicated engineers who onboard quickly, are embedded in your team, and are managed by your stakeholders.

### **Managed Services**

End-to-end AI and data solutions designed, managed, and scaled by Factored to drive measurable ROI.

### **Advisory in AI, ML, and Data**

Senior architects guide feasibility, prioritization, and strategy with expert insight to de-risk critical decisions, solve challenges and drive competitive advantage.

Want to discuss a solution for you?

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