Measured by Impact

18 Proven Use Cases & Implementation Scenarios

High-Volume Retail

Inventory Demand Forecasting

High-priority CIO initiative using Vertex AI to generate store-level demand predictions, optimizing stock levels for thousands of SKUs.

Result: Capital Efficiency

Global Fashion

Trend Prediction & Generation

Leveraged Google Trends and BigQuery to predict micro-trends and synthesize marketing copy/visuals before competitors.

Result: Speed to Market

Payment Processor

Technical Merchant Support

Developed a GenAI solution grounded in technical documentation to answer complex integration questions 24/7.

Result: Churn Reduction

Digital Mortgage

Automated Underwriting

Created a "Compound AI System" using DocAI (digitization) and LLMs (reasoning) to audit document trails for compliance.

Result: Process Velocity

Insurance Carrier

Risk Pricing (Tariffication)

Deployed specialized Medical LLMs (MedPalm2) to analyze applicant histories for hyper-segmented risk assessment.

Result: Precision Pricing

Insurance Carrier

MLOps Maturity

Established MLOps workshops to streamline model deployment and monitoring across the enterprise data science teams.

Result: Reliability

Content Owner

Video Metadata Extraction

Architected a Vision AI solution to automatically tag characters, brands, and interactions within a massive video archive.

Result: Asset Monetization

Image Platform

Automated Image Labeling

Implemented Vertex AI Vision to generate consistent tags for vast image libraries, replacing inconsistent user tags.

Result: Search Relevance

Game Developer

Sentiment Analysis

Deployed NLP models to analyze player feedback and ML models for personalized ad targeting.

Result: Churn Prevention

Power Utility

Vegetation Management

Combined Geospatial AI (satellite imagery) with predictive modeling to estimate vegetation growth and outage risks.

Result: Grid Resilience

Manufacturing

Visual Archive Preservation

Built a Cloud Search and Vision AI solution to perform face and event recognition on historical photos/videos.

Result: Institutional Memory

Global Travel

"Transcreation" for Localization

Replaced legacy APIs with AutoML to capture dialect nuances and SEO requirements across 12+ languages.

Result: Conversion Growth

National Railway

Conversational Log Analysis

Deployed Vertex AI Agent Builder to allow engineers to "chat" with terabytes of telemetry logs to isolate errors.

Result: Operational Agility

National Railway

Visual Anomaly Detection

Architected a pipeline using Vision AI and BigQuery to automate the detection of structural defects in train components.

Result: Safety & Prevention

National Railway

"Corporate Brain" Knowledge

Built a GenAI engine using Enterprise Search to ingest 15 years of maintenance logs, manuals, and tribal knowledge.

Result: Reduced MTTR

Commerce Platform

Automated Merchant Onboarding

Implemented Document AI to automatically extract and verify identity data (driver's licenses, business registrations).

Result: Scale without Cost

Commerce Platform

Demand & Sales Forecasting

Built robust regression models on Vertex AI with MLOps practices to predict sales trends and simulate ad auctions.

Result: Financial Reliability

Commerce Platform

Support Modernization

Replaced legacy systems with a Generative AI solution grounded in proprietary documentation to answer enterprise-grade queries.

Result: Reduced Hallucination

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