AI
Business Cases
for
Real‑World
Industries
See how generative AI is already improving efficiency and reducing costs across key industries.
Real-world
Automotive & Logistics
Customer AI Agents
AI consultant on the automaker’s or logistics provider’s website/app: selects the configuration, checks availability, and places the order.
* 15 % increase in purchase conversion
Employee AI Agents
Support AI bot: analyzes employee requests, compiles history, and assesses skill level.
Employee Quality Control AI Agent: identifies performance gaps, checks compliance, and suggests improvements and training.
* 25% increase in overall employee efficiency
Code AI Agents
Corporate Developer Assistant: understands the internal codebase, writes tests, and provides code reviews.
* 30% faster release cycles
Data AI Agents
"What-if" Supply Chain Simulator: uses digital twins to model scenarios and assess outcomes.
Digital Twin of the Entire Delivery Network: models last-mile logistics and warehouse operations.
Risk Watch & ESG Monitoring: real-time supplier risk tracking.
Fleet Telematics Analytics: analyzes vehicle data for safety, efficiency, and sustainability.
* 30% reduction in operational risks
Real-world
Business & Professional Services
Customer AI Agents
Virtual self-service assistant in chat/app (order processing, 24/7 responses).
“Care-Finder” bot: selects the right service/specialist based on user criteria.
Auto-fill forms (taxes, applications, contracts) using a photo/scan of a document.
Finance FAQ bot for employees: answers questions about balances, payment dates, etc.
Personal counterparty insights: agent scans public sources and flags reputational risks.
* 75% efficiency boost and faster service delivery
Employee AI Agents
Recruiter Assistant: updates profiles, generates job descriptions, analyzes conversations.
Support Reply Generator: suggests replies, summarizes customer history.
Document Copilot: drafts RFIs/presentations in minutes instead of days.
Automated Accounting & Finance Control: reconciles and processes transactions.
AI Contract Reviewer: extracts key data, assigns risk scores, suggests edits.
* 70% increase in team productivity and decision-making speed
Code AI Agents
Internal Code Assistant: understands your repository, writes tests, fixes bugs.
Creative AI Agents
Visual & Video Generation from a text brief for campaigns.
Personalized Emails/Ad Copy in any language.
* 80% boost in marketing performance and creative production
* 45% faster development cycles and improved code quality
Data AI Agents
AI Chat for Complex Database Queries (patents, markets, ESG).
Contract Analytics: reads PDFs, highlights risks and deadlines.
Digital Twin of Processes (no physical sensors): simulates supply chain scenarios, forecasts KPIs.
AI Onboarding for Clients/Employees: document verification + KYC.
* 90% faster data workflows
* 50% cost reduction in analytics and onboarding
Real-world
Financial Services
Customer AI Agents
24/7 Virtual Assistant (chat/voice): answers questions, explains products, collects documents.
Auto-Fill Applications/Forms (mortgage, tax, KYC) from scans.
Personal Financial Coach: tracks balances, transfers funds, prevents overdraft.
Instant Credit Scoring for SMEs: approval in seconds instead of days.
Rate Comparison Agent (mortgage/loans): generates personalized offers in <30 sec.
* 80% automation of customer support
* 25% conversion growth in financial services
Employee AI Agents
Documentation Copilot: summarizes calls, fills CRM, writes follow-up emails.
Report/Research Generator for analysts and risk teams.
Internal Knowledge Bot for front office: finds policies/procedures in 1 click.
Automated Contract Creation & Risk Assessment.
Product Team Assistant: drafts, ideas, plans.
* 70% time saved
* 30% productivity boost for office and risk teams
Code AI Agents
Corporate Code Assist on bank repository.
Security AI Agents
Real-time Antifraud for transactions and documents.
AI SecOps Copilot: describes incidents, writes detection rules in seconds.
* 20% increase in development and security efficiency
Data AI Agents
AI Twin of Payment Network/Warehouse: “what-if” simulations, flow optimization.
Multimodal Document Processing (policies, invoices, acts).
Default/Fraud Prediction using transactions + vector search.
Democratized BI Chat: complex SQL queries in natural language.
* 50% faster planning
* 15% cost reduction in data-heavy operations
Real-world
Healthcare & Life Sciences
Customer AI Agents
Patient Chat Assistant: explains medical terms in plain language via email.
Chronic Condition Monitoring (mobile-first) with auto-triage.
Omnichannel Blood Donor Bot: finds available slots and schedules 24/7.
Employee Benefit Coach: explains insurance and wellness options.
* 50% increase in service capacity and improved healthcare access without scaling human staff
Employee AI Agents
Auto-Onboarding Assistant: gen AI creates schedules, checklists, FAQs.
Clinical Documentation Copilot: generates 100% of patient summaries, extracts insights.
Policy & Protocol Search (natural language, Vertex AI Search).
Product Team Assistant: drafts, ideas, plans.
* 13% increase in productivity and 10× faster access to clinical data
Security AI Agents
Zero-Trust Control for work devices and PHI data access.
AI SecOps Copilot: aggregates logs, writes detection rules.
* 90% faster incident response
Data AI Agents
Enterprise Search across 50 PB of Clinical Data (RAG Chat).
Automated ECG Report Generation.
Flu Outbreak Predictor: combines search trends and internal data.
AI Document Framework (policies, orders).
* 89% cost reduction and real-time insights from clinical big data
Real-world
Hospitality & Travel
Customer AI Agents
Chat Booking Assistant (airline/hotel/OTA): conversation replaces filters.
Smart Free-Text Search: hotels & flights.
Self-Service Guest Bot: answers questions, handles orders.
Personalized Offers & Dynamic Pricing.
* 40% booking conversion growth and higher guest satisfaction
Employee AI Agents
Guest History Analyzer: AI-generated reports reduce repeat questions.
Customer Engagement Suite: auto-suggestions for support agents.
Automated Security Alert Filtering for travel companies.
Itinerary/Event Planning in Sheets with one prompt.
* 80% reduction in support load
* 75% fewer manual tasks for travel teams
Creative AI Agents
Personalized Creative Generation (images + video for OTAs/hotels).
Content Brainstorm/RAG Assistant (guides, social media).
* 50% more content output
* 20% revenue growth through creative automation
Data AI Agents
AI Metadata Management & Table Classification (airline).
BI Chat for Retail/Food/Souvenirs.
Visitor Forecasting & Dynamic Tour Routing Models.
* 50% faster analytics and improved customer experience through data-driven decisions
Real-world
Manufacturing, Industrial & Electronics
Customer AI Agents
AI Assistant in Smartphone/Web Chat: quick summaries, natural language search, personalized tips.
Virtual “Garden Expert” for a retail brand: care advice + product recommendations.
* Boost in engagement, NPS, and conversion with AI-powered personal guidance
Employee AI Agents
Safety Audit Bot: analyzes checklists, photos, KPIs.
Natural-Language Q&A to SAP/BigQuery.
Commercial Proposal Generator Marketing Copilot (efficiency, unified brand content).
Client Auto-Onboarding (OCR + AI).
* 99% process cost reduction
* 95% faster data access in industrial teams
Code AI Agents
AI Code Assistant: accelerates development and secure reviews
Dev Workflow Copilot: automates routine tasks and environments.
Creative AI Agents
Instant Mockup Design in Slides.
Auto-Generated Offers for B2B Clients
* 87% reduction in time-to-output
* 15% increase in development efficiency
Data & Security AI Agents
RAG Chat for Agri-Data Layers.
SQL Chat for BigQuery + IoT Metrics.
CO₂ Intensity Forecast for Power Grids
Energy & Commodity Price Forecasting.
AI Compliance for IP Data.
* 30% resource savings and real-time data access across users
Real-world
Media, Marketing & Gaming
Customer AI Agents
Booking Assistant (tickets, merch, subscriptions).
2-Minute Podcast Digest Generator from 2-hour video.
Multimodal Video Library Search (natural language).
Recommendation Engine (video, articles, live content).
* 95% time savings and 2× engagement growth in media experiences
Employee AI Agents
Gen AI Copilot in Docs/Chat: drafts briefs, meeting notes, responds “in my style”.
Auto-Summary of Scouting Reports (sports, gaming).
Commercial Proposal Generator Marketing Copilot (efficiency, unified brand content).
Live Transcripts + Action Items in Video Calls + AI Video Captioning/Subtitling.
* 80% faster content workflows and 30 minutes saved per creative task
Creative AI Agents
Banner/Video Variation Generator for audience targeting.
Auto Social Post from Video Clip, Magic Design for Video/Images.
AI Music/Voice for Podcasts & Ads.
* 70% budget savings
* 50% productivity boost for creative teams
Data AI Agents
Real-Time Telemetry Analytics (sports/esports): coaching tips, stream highlights.
RAG Search Across News Sources.
Ad Targeting Model: clusters 2.5B articles/events.
Streaming Podcast Previews (Dataflow + LLM).
* 4× better ad performance and real-time editorial efficiency
Enterprise
Time Machine
Use Cases
Daily Digest
VC Angels