Marketing & Content

Business problem

• Retention budgets are spread untargeted while high-value customers churn undetected

AI solution

• Gradient-boosting / deep-learning models score churn risk, propensity and lifetime value
• Uplift modelling targets only persuadable customers; SHAP explainability

Business value

• Revenue growth — among the highest-ROI ML applications in CRM

Business problem

• Content demand far exceeds team capacity
• Agency and translation costs are high; cycles are slow

AI solution

• LLMs generate on-brand copy for ads, email, social, blogs and products
• Brand-voice tuning, emotion-optimized language, human review

Business value

• Cost reduction — directly measurable cost and speed gains

Business problem

• Product photography and CGI shoots are slow, expensive and cannot scale across SKUs and markets

AI solution

• GenAI image pipelines plus photoreal 3D product digital twins (OpenUSD / Omniverse)
• Unlimited brand-consistent imagery for TV, e-commerce and social

Business value

• Cost reduction — 30–60% production cost reduction with speed and consistency

Business problem

• Manual bidding and targeting cannot keep pace with billions of real-time auctions
• Wasted spend and rising CPAs amid privacy signal loss

AI solution

• End-to-end ML automation of targeting, bidding, budget pacing and placement
• The “hands-off” paradigm — platform-run automated campaign products

Business value

• Revenue growth — higher ROAS, lower CPA where most ad spend now flows

Business problem

• One static creative cannot fit thousands of audience, context and format combinations
• Creative fatigue depresses CTR and brand lift

AI solution

• Automated assembly and real-time selection of creative variants per user and context
• Increasingly fused with GenAI variant creation

Business value

• Revenue growth — consistent CTR and conversion lifts

Business problem

• Briefing, audience building, trafficking, monitoring and optimization consume marketer hours across fragmented tools

AI solution

• Agents generate briefs, select audiences, draft content, launch journeys, monitor and rebalance spend under human guardrails

Business value

• Operational efficiency — the emerging operating model for marketing organizations

Business problem

• Generic catalogs and feeds depress conversion, order value, engagement and retention
• Discovery fails at large catalog scale

AI solution

• Deep-learning and bandit-based recommenders personalize products, content and even artwork per user in real time

Business value

• Revenue growth — the most proven revenue-generating AI in commerce and media

Business problem

• Batch-and-blast email and push drive fatigue, unsubscribes and low conversion

AI solution

• AI selects content, offers, creative and timing per individual across email, push, app and loyalty
• GenAI assembles the message; predictive models decide who, what, when

Business value

• Revenue growth — lift in revenue per customer and retention

Business problem

• Cookie deprecation and ATT broke user-level attribution
• CMOs cannot credibly allocate budgets across channels

AI solution

• Bayesian MMM with causal inference, experiment calibration and scenario planning
• Automated budget optimization, refreshed continuously

Business value

• Revenue growth — governs allocation of the entire media budget

Business problem

• Customers expect instant, 24/7 guided discovery and support
• Human coverage is costly and inconsistent across languages

AI solution

• LLM chat / voice assistants for guided selling, product Q&A, order support and booking
• Emerging presence inside AI platforms — brand apps inside AI assistants

Business value

• Customer experience — service cost down, conversion up