The 2026 AI Workflow Map: Every Job Title, Every Use Case.

Use cases

• Natural Language Data Visualization
• Cleaning Massive Unstructured Datasets
• Predictive Trend Forecasting
• Cross-Modal Financial Insight Extraction

Use cases

• Complex Excel Formula Generation
• Data Trend Visualization
• Natural Language Data Querying
• Cleaning Messy Datasets
• Insight Extraction from Spreadsheets

Use cases

• Natural Language to QuickSight
• Analyzing AWS Cost Reports
• Querying Enterprise Data Sources
• Extracting Insights from S3
• Automating Business Reporting

Use cases

• Data Cleansing Pipelines
• Data Warehouse Sync
• Anomaly Detection
• SQL Report Generation

Use cases

• Predictive Lead Scoring
• Marketing Attribution Modeling
• Customer Churn Forecasting
• A/B Test Analysis

Use cases

• Complex Behavioral Segmentation
• Anomaly Detection in Events
• Metric Tree Modeling
• Automated Data Governance

Use cases

• Raw Event Export
• Anomaly Detection Alerts

Use cases

• Analyzing Multi-Hour Earnings Calls
• Complex Financial Statement Reconciliation
• Trend Detection in Market Videos
• Automated Tax Compliance Review

Use cases

• Real-time Stock Monitoring
• Analyzing SEC Filings
• Earnings Call Summarization
• Industry Peer Comparisons
• Market Volatility Research

Use cases

• AWS Budget Forecasting
• Analyzing Usage Anomalies
• Optimizing Cloud Spend
• Estimating Infrastructure Costs
• Generating Financial Risk Reports

Use cases

• Querying Complex Datasets Using Natural Language Genie
• Building AI-Powered Dashboards Without SQL
• Generating Automated Business Summaries and Reports
• Performing Predictive Forecasting on Sales Trends
• Accessing Certified Data Products in Internal Marketplaces

Use cases

• Voice of Customer Unification
• Churn Risk Identification
• Market Trend Spotting
• Customer Segmentation Analytics

Use cases

• Vulnerability Assessment
• Threat Intelligence Analysis
• Automated Compliance Checks
• Incident Report Summarization

Use cases

• Revenue Reporting
• Data Health Monitoring
• Efficiency Audit
• Churn Analysis

Use cases

• AI Performance Auditing
• Simulated Accuracy Testing
• Content Gap Discovery
• Automated Tagging & Organization

Use cases

• Automating ETL Pipelines with Lakeflow
• Scaling Batch and Streaming Data Ingestion
• Managing Data Lineage and Quality via Unity Catalog
• Converting Legacy SQL to PySpark using AI Assistants
• Optimizing Storage Costs with Predictive Auto-Tuning

Use cases

• Fine-Tuning Llama 3 or Mistral on Domain Data
• Deploying RAG Applications with Mosaic AI
• Tracking Experiments and Model Versions in MLflow
• Serving Real-Time Inference Endpoints Globally
• Collaborating on Notebooks with Integrated Git

Use cases

• Exploring and Cleaning Massive Multimodal Datasets
• Verifying Model Performance Across Diverse Leaderboards
• Prototyping Agentic Workflows using Smolagents
• Collaborating with Peers on Shared Private Model Repositories
• Automating Data Labeling Tasks with Zero-Shot Classification

Use cases

• Synthetic Dataset Generation
• SQL Query Optimization
• Unstructured Data Extraction
• ML Model Explanation