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

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

• 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

• Extending Clips with Temporal Consistency
• Generating Synchronized Ambient Soundscapes
• Creating Cinematic Transitions Between Frames
• Upscaling Generative Previews to 4K
• Removing or Adding Objects in Video Scenes

Use cases

• Extending Video Clips with Generative Frames
• Generating Original Soundtracks
• Removing Unwanted Objects from Video
• Translating Audio while Preserving Voice
• Storyboarding with AI Visuals

Use cases

• Editing Footage by Deleting Text from Transcripts
• Applying Studio Sound to Clean Up Noisy Audio
• Fixing Gaze Direction with AI Eye Contact
• Generating B-Roll Using Text-to-Video Prompts
• Exporting Timelines to Premiere or Final Cut

Use cases

• Complex Topic Simplification
• Fact-checking for Essays
• Finding Credible Bibliography
• Learning New Subjects
• Study Guide Generation

Use cases

• Explaining Complex Academic Concepts
• Generating Study Guides from PDFs
• Polishing Essay Drafts
• Translating Research Materials
• Video Lecture Summarization

Use cases

• Lecture-to-Podcast Audio Overviews
• Multi-Source Exam Prep Synthesis
• Solving Complex Handwritten Math
• Generating Personalized Study Quizzes

Use cases

• Analyze Market Segments
• Enrich Inbound Leads
• Optimize Ad Targeting
• Track Attribution

Use cases

• De-anonymize Traffic
• ABM Retargeting
• Conversion Rate Optimization
• Automated Email Nurture

Use cases

• Intent Monitoring
• Audience Segmentation
• Website Visitor Identification
• ABM Campaign Orchestration

Use cases

• Generating Viral Short-Form Ads from Product URLs
• Creating On-Brand Explainer Videos Without a Camera Crew
• Repurposing Blog Posts into High-Fidelity Social Videos
• Leveraging Sora 2 for Cinematic Backgrounds in Ads
• Localizing Marketing Campaigns into 80+ Languages

Use cases

• Repurposing Long Form Content Into Multi Channel Assets
• Automating End To End Blog Production Cycles
• Maintaining Brand Voice At Scale Using Jasper IQ
• Executing Autonomous SEO Content Clusters

Use cases

• Converting Long Form Blog Posts Into Engaging Social Videos
• Scaling Youtube Shorts Production Using Automated Script To Video
• Creating Multilingual Video Ads With Localized Voiceovers
• Generating Branded Video Snippets From Newsletter Content

Use cases

• Producing Professional Social Media Content Without a VFX Team
• Announcing New Product Launches with Cinematic Trailers
• Creating Customer Testimonial Compilations
• Generating Internal Onboarding Videos for New Staff
• Lowering Production Costs While Increasing Video Output

Use cases

• Leveling the Playing Field Against Competitors with Larger Budgets
• Creating Studio-Quality Motion Ads from Simple Phone Photos
• Launching First Video Campaigns with Zero Production Experience
• Automating Video Creation Directly Within Sponsored Brands Workflow
• Saving Thousands of Dollars on Professional Video Shoots

Use cases

• Social Media on Autopilot
• Affordable AI Marketing Team
• Consistent Brand Growth
• Localized Customer Engagement

Use cases

• Automating Personalized Customer Greeting Videos
• Creating Product Showcase Videos with Diverse Actors
• Generating Seasonal Promotions from Existing Footage
• Enhancing Conversion with High-Fidelity Video Demos
• Localizing Product Videos for International Markets

Use cases

• Category Page Optimization
• Product Review Generation
• Seasonal Campaign Planning
• Site Structure Monitoring

Use cases

• Repositioning Subjects Within Product Photos for Better Layout
• Batch Editing Catalog Images to Meet Marketplace Standards
• Writing Persuasive and SEO Friendly Product Descriptions
• Generating Shoppable Visual Content for Digital Storefronts

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 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

• 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

• Creative Story Development
• Style-Consistent Editing
• Long-form Article Outlining
• Nuanced Copywriting Drafts
• Manuscript Critique & Analysis

Use cases

• Creative Content Brainstorming
• Grammar & Tone Adjustment
• Expanding Bullet Points into Drafts
• Context-Aware Editing
• Paraphrasing Technical Content

Use cases

• Long-Form Narrative Structuring
• Creative World-Building
• Deep Character Consistency Checks
• Automated Manuscript Editing

Use cases

• Case Law Research
• Summarizing Legal Documents
• Regulatory Compliance Checks
• Finding Precedent Citations
• Ethical Code Verification

Use cases

• Contract Risk Assessment
• Summarizing Lengthy Depositions
• Case Law Synthesis
• Drafting Legal Correspondence
• Compliance Check Verification

Use cases

• Contract Clause Summarization
• Regulatory Compliance Checking
• Legal Document Redrafting
• Extracting Key Terms
• Case History Synthesis

Use cases

• Maintain CRM Hygiene
• Manage Permissions
• Audit Activity
• Streamline Tech Stack

Use cases

• Sync CRM Data
• Set Exclusion Rules
• Manage Intent Orchestration
• Analyze Domain Health

Use cases

• Pipeline Growth Forecasting
• Sales-Marketing Alignment
• Territory Readiness Optimization
• TAM Readiness Evaluation

Use cases

• Ad Copy Refinement
• Article Integrity Check
• Engagement Tone Check
• Content Acceleration

Use cases

• Automated Article Drafting
• Editorial Brief Creation
• Content Score Optimization
• Internal Link Strategy

Use cases

• Brand Voice Alignment
• Longform Content Generation
• Derivative Asset Creation
• Editorial Workflow Supervision

Use cases

• Optimizing Content For AI Search Citations And GEO
• Conducting Automated Technical SEO Site Audits
• Generating Topic Clusters Based On Real Time Search Data
• Monitoring Brand Visibility Across Major LLM Engines

Use cases

• Competitor Gap Mapping
• Ranking Probability Analysis
• Internal Linking Orchestration
• On-Page Relevance Auditing

Use cases

• SERP Competitor Analysis
• Technical Content Auditing
• Keyword Clustering
• Generative Engine Optimization

Use cases

• Deploying AI Kiosks for In-Person Customer Support
• Creating Visual FAQ Libraries with AI Avatar Presenters
• Reducing Churn with Automated Check-in Video Messages
• Improving Self-Service with Interactive Troubleshooting Avatars
• Standardizing Customer Education Across Global Regions

Use cases

• Building A Searchable Video Help Center From Zoom Recordings
• Creating Feature Announcement Videos From Release Notes
• Reducing Ticket Volume With Automated Troubleshooting Guides
• Providing Tailored Client Onboarding Experiences At Scale

Use cases

• Support Triage
• Churn Risk Detection
• Feedback Loops
• VIP Escalation

Use cases

• Creating High-Converting Video Ads for Meta and Google
• Converting Product Landing Pages into Video Showcases
• Producing Seasonal Promotional Videos at Scale
• Tailoring Ad Creatives for Different Demographic Segments
• Managing Brand Consistency with Pre-Saved Presets

Use cases

• Generating Up to Six Video Variants per Product for Optimization
• Integrating AI Video into Amazon DSP Online Video Campaigns
• Using Video Summarization to Repurpose Existing Social Content
• Managing Cross-Platform Creative Consistency via Creative Studio
• Reducing Customer Acquisition Cost Through Higher Engagement Video

Use cases

• Video Content ROI Optimization
• Automated Ad Variation
• Data-Backed Content Strategy
• Lead Nurturing Visibility

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

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

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

• 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