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

• 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

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

Use cases

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

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

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

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

• Client Business Plan Drafting
• Market Entry Feasibility
• P&L Forecasting Services
• Ideation Facilitation

Use cases

• Market Analysis Reports
• Lead Qualification Services
• GTM Strategy Optimization
• Territory Planning

Use cases

• Proactive Secret Detection
• Impact Assessment
• Patch Validation
• Compliance as Code

Use cases

• Prospecting Agent
• Deal Summaries
• Sales Coaching
• Scheduling Sync

Use cases

• Syncing Client Meeting Notes Directly to Salesforce
• Ensuring Crystal-Clear Audio for High-Stakes Demos
• Capturing Action Items Automatically During Pitches
• Using Accent Localization for International Prospects
• Analyzing Call Performance via Engagement Metrics

Use cases

• Sending Personalized Video Messages to Prospects
• Using Interactive Avatars for Real-Time Product Demos
• Translating Pitches to Match the Prospect's Local Language
• Automating Follow-Up Videos via CRM Integrations
• Maintaining Human Presence in Digital Sales Funnels

Use cases

• Sending Personalized Video Pitches to Key Prospects
• Using Interactive Avatars for 24/7 On-Demand Product Demos
• Localizing Outreach to Match Prospect Native Languages
• Integrating Video Messages Directly into CRM Workflows
• Creating Personalized Renewal Reminders for Clients

Use cases

• Automating Personalized Outreach Based On Prospect Intent
• Enriching Cold Leads With Real Time Company Research
• Managing Automated Follow Up Sequences Across Email And Linkedin

Use cases

• Creating Personalized Video Proposals To Increase Conversion
• Recording Quick Screen Walkthroughs With Integrated Teleprompter
• Automating Video Outreach Via Zapier And Crm Integrations
• Summarizing Lengthy Product Webinars Into Digestible Sales Clips

Use cases

• Element Analysis
• Copy Variations
• Brand Governance
• Video Mapping

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

Use cases

• Deliverability Repair
• Frequency Management
• Database Health Cleanup
• Attribution Syncing

Use cases

• Firmographic Data Enrichment
• Predictive Stage Segmentation
• Intent Signal Synchronization
• Stack Data Auditing

Use cases

• Database Cleansing
• Lead Routing Automation
• Data Deduplication
• Technographic Segmentation

Use cases

• Generating 100+ Ad Variants for Split Testing
• Using Creative Scoring to Select Winning Ads
• Syncing Creatives Directly to Meta and Google
• Automating Product Background Removal and Styling
• Analyzing Competitor Strategies for ROAS Boost

Use cases

• Batch-Generating 100+ Ad Variants for Split-Testing
• Using the Ad Spy Tool to Track Trending Creative Hooks
• Optimizing Video CTR with Proven Meta Ad Strategies
• Managing Multiple Brand Kits for Diverse Client Portfolios
• Reducing CPA through Constant Creative Refresh

Use cases

• Generating Variations Of High Converting Ad Copy
• Optimizing Landing Page Messaging For Specific Segments
• Orchestrating Multi Channel Digital Advertising Campaigns
• Improving Click Through Rates Via Automated Headline Testing

Use cases

• Automating Ad Copy Variation Testing
• Generating Personalized Landing Page Copy At Scale
• Syncing Marketing Leads Directly To Automated Nurture Sequences

Use cases

• Creating High Converting Ad Copy For Google And Meta
• Generating SEO Optimized Landing Pages For Campaigns
• Scaling Product Descriptions For E Commerce Platforms

Use cases

• Content Generation
• SEO Optimization
• Smart Segmentation
• Ad Optimization

Use cases

• Scaling Ad Variations While Preserving Actor Identity
• Generating Product Placements in Photorealistic Scenes
• Adhering Strictly to Brand Color Hex Codes and Logos
• Automating Visual Storytelling for Social Campaigns
• Localizing Visual Content for International Markets

Use cases

• Rapid Ad Creative Iteration
• High-End Product Visualization
• Visual Brand Alignment Checks
• Trending Visual Concept Mockups

Use cases

• Coordinating Automated Creative Production Schedules
• Aligning AI Output With Quarterly Strategic Goals
• Managing Cross Departmental Content Requests Via Agents
• Tracking Content Performance And Optimizing Briefs

Use cases

• Design Automated Plays
• Monitor Pipeline Quality
• Scale Outreach Operations
• Analyze Technographics

Use cases

• Brand Reputation Monitoring
• Omnichannel Campaign Orchestration
• AI-Driven Persona Development
• ROI Tracking & Attribution