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

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

• Visualizing Storyboard Frames as Animated Clips
• Testing Camera Angles and Motion Paths Digitally
• Prototyping Creature VFX with Object Manipulation
• Generating Mood Reels for Director Pitches
• Creating Character Consistency Tests Across Scenes

Use cases

• Producing Viral Hooks with Pika Effects like Cake-ify
• Transforming Brand Photos into 10s Video Ads
• Creating Lip-Synced Announcements for Brand Avatars
• Generating Eye-Catching GIFs from Product Stills
• Maintaining High-Volume Video Presence on TikTok

Use cases

• Generating Platform Optimized Posts from Raw Data
• Adapting Single Designs for Multiple Social Channels
• Ideating High Engagement Captions and Hooks
• Syncing Video Transitions to Audio Tracks Automatically

Use cases

• Generating Auto Captions For Tiktok And Reels Instantly
• Repurposing Long Videos Into Viral Shorts Using Ai Splits
• Applying Trending Transitions And Templates To Brand Content
• Removing Video Backgrounds For Dynamic Product Overlays

Use cases

• Automating Daily Video Reels From Trending Topics
• Producing Quick Voiceover Updates For News And Events
• Creating Consistent Brand Voice Across Multiple Platforms
• Batch Generating Video Content For Weekly Calendars

Use cases

• Animating Static Illustrations with Fluid Motion
• Using Pika Frames to Morph Sketches into Final Art
• Creating Surreal VFX Loops for Digital Galleries
• Experimenting with Physics Effects for Character Art
• Generating Cinematic Backgrounds for Concept Pieces

Use cases

• Real-time Motion Painting
• Stylized Portrait Generation
• Experimental VFX Composite Elements
• Generative Mixed Media Art

Use cases

• Empathy Audit
• Response Standardization
• Resolution Clarification
• Support Localization

Use cases

• Deploying Interactive Video Agents to Resolve FAQs
• Creating Multilingual Video Support Libraries
• Improving CSAT with Personalized Video Responses
• Onboarding Customers with Tailored Video Walkthroughs
• Reducing Ticket Volume via Automated Explainer Videos

Use cases

• Building Automated Video Faq Libraries
• Providing Personalized Video Onboarding For New Clients
• Standardizing Customer Service Training Materials
• Creating Visual Troubleshooting Guides With Virtual Agents

Use cases

• Creating Cinematic Cutscenes from Concept Art
• Generating Environment Textures and Animations
• Prototyping Character Movements and Gestures
• Designing Surreal World Effects for Narratives
• Upscaling In-Game Assets to High Fidelity

Use cases

• Generating Seamless 3D Textures and Materials
• Creating Isometric World Assets and Icons
• Designing Consistent NPC Character Profiles
• Prototyping Environment Concept Art Rapidly
• Building Lore-Consistent Visuals via Custom Models

Use cases

• Prototype in game assets and textures
• Design consistent npc visuals
• Generate loading screen illustrations

Use cases

• Generating Pre-Visualization Storyboards Rapidly
• Creating Consistent Character References Across Takes
• Controlling Camera Paths with Advanced Virtual Tools
• Prototyping VFX Shots Before Expensive Post-Production
• Using Act-One for High-Fidelity Performance Capture

Use cases

• Track Champion Departures
• Identify Upsell Signals
• Monitor Expansion Hiring
• Reactivate Accounts

Use cases

• Churn Early Warning
• Onboarding Pacing
• Upsell Detection
• Content Delivery

Use cases

• Deploying Video Agents to Answer Customer FAQs
• Creating Multilingual How-To Video Libraries
• Generating Personalized Onboarding Welcome Videos
• Transforming Help Center Articles into Short Clips
• Integrating Video Walkthroughs into Support Tickets

Use cases

• Churn Risk Detection
• Upsell Opportunity Identification
• Executive Transition Monitoring
• Tailored Business Reviews

Use cases

• Converting Text-Heavy Manuals into Video Courses
• Updating Training Content Instantly via Script Edits
• Localizing Safety Training for Global Workforces
• Exporting SCORM-Compliant Videos to LMS
• Creating Interactive Quizzes within Video Modules

Use cases

• Converting Training Manuals and Slides into Video Lessons
• Creating Consistent Onboarding Videos for Global Teams
• Localizing Compliance Training with Accurate Lip-Sync
• Embedding Interactive Video Quizzes into LMS Platforms
• Updating Course Content Quickly by Editing Scripts

Use cases

• Converting HR Manuals into Interactive Training Videos
• Onboarding New Hires with AI Avatar-Guided Tours
• Updating Compliance Videos Instantly via Script Edits
• Tracking Engagement on Internal Learning Content
• Standardizing Corporate Communication Videos Globally

Use cases

• Turning Compliance Manuals into Interactive Video Lessons
• Scaling Onboarding with Multilingual AI Presenters
• Exporting SCORM-Compliant Videos for LMS Integration
• Updating Training Assets Instantly via Script Refinement
• Using AI Avatars to Guide Employees Through Software Demos

Use cases

• Managing 25+ Client Brands in One Dashboard
• Generating Bulk Creative Reports for Clients
• White-Labeling the Platform for Client Access
• Reducing Design Turnaround Time from Weeks to Minutes
• Integrating API for Programmatic Ad Generation

Use cases

• Scaling Video Output Without Adding Headcount
• Reducing Video Production Costs per Client
• Offering Rapid Content Repurposing as a Service
• Managing Global Brand Localization for Clients
• Centralizing Client Asset Libraries for Faster Edits

Use cases

• Delivering High-Quality Video Ads to Clients in Under 24h
• Managing Bulk Video Production for Diverse Brands
• Offering Real-Time Video Restyling as a Service
• Centralizing Creative Workflows on a Single Platform
• Leveraging API for Custom Enterprise Video Solutions

Use cases

• Automating the Refresh of Hundreds of Client Ad Creatives
• Using AI Agent Assistance to Optimize Video Targeting
• Standardizing High-Fidelity Video Assets Across Global Markets
• Providing Rapid Creative Prototyping for Client Approval
• Leveraging Amazon Marketing Cloud for Performance Attribution

Use cases

• Delivering High-Volume Video Ads to Multiple Clients Weekly
• Standardizing High-Fidelity Visuals Across Brand Portfolios
• Using White-Label Digital Twins for Client Spokespeople
• Automating the Inspiration-to-Production Workflow
• Managing Collaborative Creative Projects with Team Seats

Use cases

• Managing Multiple Client Brand Kits Within A Unified Workspace
• Scaling Creative Production Without Increasing Headcount
• Delivering High Volume Localized Campaigns For Global Clients
• Increasing Profit Margins Through Agentic Workflow Automation

Use cases

• Delivering Automated Lead Gen Services For Multiple Clients
• Standardizing Client Onboarding Via Automated Workflows
• Scaling Outbound Operations With Minimal Overhead

Use cases

• Managing Multiple Client SEO Strategies At Scale
• Automating Fact Checked Content Production For Niche Industries
• Providing GEO Visibility Reports As A New Service Offering

Use cases

• Streamlining Video Ad Creative Production For Clients
• Delivering High Volume Video Proof Of Concepts Rapidly
• Reducing Outsourcing Costs For Voiceover Talent
• Managing Collaborative Video Projects At Scale

Use cases

• Scalable Client Management
• Accurate Brand Voice Replication
• Operational Cost Reduction
• Professional Client Reporting

Use cases

• Revenue Scaling
• Data Syncing
• Creative Acceleration
• Profit Tracking

Use cases

• Transforming Product URLs into Video Ads
• Creating Professional-Looking Product Photoshoots
• Scaling Personalized Ads for Different Segments
• Maintaining Brand Colors Across All Banner Sizes
• Generating Localized Copy for International Sales

Use cases

• Turning Shopify Product Pages into TikTok-Ready Video Ads
• Scaling Ad Creative to Test Dozens of Hooks per Product
• Generating Authentic-Feeling Customer Testimonials with Avatars
• Localizing Ads for International Market Expansion
• Reducing Ad Creative Fatigue with Rapid Video Refreshes

Use cases

• Generating Localized Arabic Video Ads For Trending Products
• Identifying Top Performing Dropshipping Ads On Tiktok
• Creating Professional Product Photoshoots With Ai Backgrounds
• Automating Ad Copy With Native Rtl Support

Use cases

• Generating Product Explainer Videos With Virtual Models
• Creating Localized Video Reviews For International Markets
• Scaling Video Catalog Production For Diverse Inventory
• Automating Social Media Product Teasers

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

• 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

• 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

• 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

• Removing Neighbor Agent Voices from Customer Calls
• Real-Time Speech-to-Speech Translation for Support
• Standardizing Accents to Improve Customer CSAT
• Automating Post-Call Summaries and Dispositions
• Integrating with Softphones for Seamless Audio Cleanup

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

• Canceling Household Noise During Video Calls
• Generating Meeting Summaries Without External Bots
• Tracking Personal Talk Time and Meeting Insights
• Transcribing Interviews Locally for Maximum Privacy
• Improving Voice Quality in Unstable Environments

Use cases

• Automating Post-Production Audio Leveling
• Generating SEO-Optimized Episode Descriptions
• Creating Accurate Transcripts for Accessibility
• Adding AI-Generated Chapter Markers
• Removing Background Noise and Filler Words

Use cases

• Removing Ums and Ahs with One Click
• Cloning Voice to Fix Misspoken Words via Overdub
• Generating Automated Show Notes and Chapters
• Publishing Directly to Hosting Platforms
• Creating Engaging Audiograms for Social Sharing