B-End Industry Application Scenario Reference
Chapter Overview
Industry Direction Quick Selection
Industry Quick Overview
Mainstream Technology Choices
In AI application development, common technical directions include:
- LLM (Large Language Models): Strong in natural language tasks such as dialogue, text generation, summarization, and translation. Suitable for intelligent customer service, content creation, and knowledge Q&A applications.
- VLM (Vision-Language Models): Combines visual understanding and language reasoning to support image description, visual Q&A, and multimodal generation. Useful for medical imaging analysis, industrial inspection, and creative design scenarios.
- GenAI (Generative AI): Covers text generation, image generation (for example Stable Diffusion, DALL-E), video generation, and more. It rapidly produces creative outputs for design support, marketing asset creation, and training content.
Selection Strategy
Learners can choose directions based on these dimensions:
- Interest-first: Start from industries or technologies you are personally interested in to keep momentum.
- Interested in creative design: Try content production or industrial design applications
- Interested in technical challenge: Try cybersecurity or healthcare applications
- Interested in social value: Try smart government or education applications
- Industry fit: Match your background and resource advantages.
- Manufacturing practitioners: Prioritize manufacturing and enterprise-service applications
- Educators: Prioritize education and content production applications
- Healthcare practitioners: Explore healthcare and health management applications
- Technical difficulty: Pick complexity based on your current foundation.
- Beginner: Intelligent customer service, content creation, basic Q&A systems
- Intermediate: Industrial quality inspection, medical image analysis, coding assistants
- Advanced: Financial risk control, cybersecurity, complex multimodal systems
1. Manufacturing Industry
💡 Core Concept: AI empowers traditional manufacturing to achieve intelligent transformation
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | New Energy Bus Exterior AI-Assisted Design Platform | Integrates image generation models for exterior concept design; generates multiple design schemes based on requirements |
| 2 | Intelligent Drawing Design & Review Assistant | Builds enterprise design specification knowledge base using RAG; provides intelligent review suggestions |
| 3 | Technical Documentation Auto-Generation System | LLM auto-generates product specifications, operation manuals; supports multi-format export |
| 4 | Production Equipment Inspection Report Auto-Generation | Voice input describes equipment status; structured inspection report auto-generated |
| 5 | Industrial Equipment Fault Diagnosis Q&A | Builds vector knowledge base from historical fault cases; provides intelligent diagnosis suggestions |
| 6 | LLM Information-Retrieval Data Warehouse | Uses Text-to-SQL to convert natural-language queries into database queries; Superset visualizes results; Doris or ClickHouse as OLAP engine |
| 7 | Industrial Equipment Fault-Diagnosis Knowledge Q&A Assistant | Builds a vector knowledge base from historical fault cases; LLM provides diagnosis suggestions and solution plans based on fault descriptions |
| 8 | Production Quality Inspection Report Generation and Defect Classification | OCR identifies defects in inspection photos; LLM generates structured quality reports and classifies defect type and severity |
| 9 | Inventory Counting Assistant and Inventory Report Generation | Inputs stocktaking data; LLM compares with system inventory and generates discrepancy reports with abnormal-inventory alerts |
| 10 | Process Optimization Suggestion Intelligent Q&A System | Builds a RAG knowledge base from process documents; LLM provides optimization suggestions based on production issues |
2. Intelligent Customer Service
💡 Core Concept: Empowers customer service with AI to achieve 24/7 intelligent response
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Multi-Channel Intelligent Customer Service Auto-Reply | Connects to website, APP, WeChat, and other channels; LLM understands intent and generates responses |
| 2 | Potential Customer Mining & Follow-up Assistant | Analyzes historical conversation records; identifies high-intent leads for sales follow-up |
| 3 | Enterprise Internal Knowledge Intelligent Q&A | Builds vector knowledge base from internal documents; provides precise Q&A service for employees |
| 4 | Customer Service Conversation Smart Summary | Automatically generates conversation summaries; extracts key information and creates follow-up tickets |
| 5 | Golden Script Recommendation Knowledge Base | Analyzes excellent service cases; extracts golden scripts for team sharing and training |
| 6 | Customer Service Script Compliance Auto-Check Assistant | Customer-service staff input reply drafts; LLM checks script compliance and sensitive words in real time and provides revision suggestions |
| 7 | Customer Service Ticket Auto-Summary and Classification Tool | LLM summarizes long conversations and auto-classifies tags; Elasticsearch supports full-text ticket search |
| 8 | Customer Emotion Monitoring and Abnormality Alert Tool | Real-time analysis of voice tone and text sentiment; LLM identifies abnormal emotions and triggers alerts with WebSocket push |
| 9 | Golden Script Recommendation Knowledge-Base System for Customer Service | LLM analyzes excellent customer-service conversations, refines high-performing templates, and recommends scripts based on context |
| 10 | Intelligent Outbound-Call Conversation Analysis and QA Assistant | After outbound-call recording transcription, LLM extracts key information; automatically generates QA reports and improvement suggestions |
3. Education Industry
💡 Core Concept: Personalized learning powered by AI to achieve adaptive education
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Personalized Language Learning Path Planning | Evaluates learner level; generates personalized daily/weekly learning task plans |
| 2 | Lesson Plan Auto-Generation Platform | Inputs course outline; AI generates complete lesson plans including teaching objectives and processes |
| 3 | Homework Auto-Grading & Learning Diagnosis | OCR recognizes handwritten answers; AI provides grading and improvement suggestions |
| 4 | Job Competency Model & Learning Map | Analyzes job requirements; generates competency models and corresponding learning paths |
| 5 | Foreign Language Oral Practice with AI | LLM plays role-play partners; simulates various real-life scenarios for speaking practice |
| 6 | School-Based Curriculum Construction and Courseware Production Tool | LLM analyzes school characteristics and student needs to generate curriculum frameworks; integrates PPT generation APIs for automatic courseware creation |
| 7 | College-Application Recommendation and Career Planning Platform | LLM analyzes candidate scores, ranking, interests, and other factors, then combines admissions data to recommend schools and majors |
| 8 | Youth Programming Code Assistant | LLM explains code logic and provides coding guidance; supports switching between block languages and Python |
| 9 | Knowledge-Point Mind Map Auto-Generation and Learning-Path Recommendation Tool | Input course topics; LLM automatically generates knowledge maps and recommends next-step learning content based on progress |
| 10 | Chinese/English Essay Auto-Scoring and Correction Engine | LLM scores from dimensions such as idea, structure, language, and diversity, and generates annotations with high-quality sample comparison |
4. Intelligent Programming
💡 Core Concept: AI assists development to improve programmer productivity
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Intelligent Code Completion & Bug Fix | IDE plugin provides real-time code completion suggestions; automatically fixes simple bugs |
| 2 | Low-Code Application Builder | Natural language describes requirements; AI converts to low-code visual configurations |
| 3 | Unit Test Auto-Generation | Analyzes source code structure; generates boundary condition test cases automatically |
| 4 | Code Quality Analysis Tool | Analyzes code complexity, security vulnerabilities; provides optimization recommendations |
| 5 | UI Code Auto-Generation from Design | Uploads design draft images; AI generates responsive HTML/CSS code |
| 6 | Natural Language to SQL Auto-Generation Tool | LLM converts natural-language data requests to SQL and supports complex multi-table joins and aggregation queries |
| 7 | API Automated Testing and Documentation Generation Platform | LLM analyzes code comments and API definitions, auto-generates test cases and API docs, and integrates Postman for test execution |
| 8 | System Log Analysis and Fault Localization | ELK Stack collects log data; LLM extracts key anomaly information and locates root causes, then recommends fixes |
| 9 | Frontend UI Code Auto-Generation Tool | OCR recognizes layout structures from design images; LLM generates responsive CSS and component code with TailwindCSS integration |
| 10 | Intelligent Database Schema Design and Modeling Assistant | Input business requirement docs to LLM to auto-generate ER diagrams and schema definitions; supports exporting MySQL/PostgreSQL DDL scripts |
5. Healthcare
💡 Core Concept: AI assists medical diagnosis to improve healthcare service efficiency
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Medical Test Report Interpretation | OCR recognizes test indicators; intelligently interprets abnormal values and gives suggestions |
| 2 | Health Consultation Expert | Builds medical knowledge graph; provides professional health Q&A based on user symptoms |
| 3 | Clinical Research Data Analysis Platform | Integrates EMR data; assists in generating statistical analysis code for research |
| 4 | Medical Imaging Report Auto-Generation | Describes imaging features; generates structured medical imaging reports |
| 5 | Chronic Disease Medication Reminder | Generates personalized medication plans; supports drug interaction and contraindication checks |
| 6 | Drug Package-Insert Intelligent Q&A Assistant | Upload package-insert images or input drug names; LLM answers dosage, side effects, and precautions |
| 7 | Disease Knowledge Popular-Science Article Generator | Input disease name and audience type; LLM generates easy-to-understand educational content and supports multiple versions |
| 8 | Medical Imaging Report Auto-Generation Tool | Radiologists describe imaging features; LLM auto-generates structured report content and supports common exam templates |
| 9 | Surgical Record Intelligent Generation and Archiving Assistant | Voice input records key surgical steps; LLM generates structured surgical records and auto-links surgery codes |
| 10 | Chronic Disease Medication Reminder Intelligent Assistant | Patients input medication lists; LLM generates personalized reminders and supports contraindication checking and interactive Q&A |
6. Network Security
💡 Core Concept: AI empowers security operations to achieve intelligent threat detection and response
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Code Security Vulnerability Detection | Static analysis scans code; identifies and suggests fixes for security vulnerabilities |
| 2 | AI Phishing Email Detection | Analyzes email content; identifies AI-generated phishing emails |
| 3 | Security Operations Daily Report | Aggregates security logs; automatically extracts and generates daily reports |
| 4 | Penetration Test Report Generation | Inputs vulnerability descriptions; AI generates complete penetration test reports |
| 5 | Threat Intelligence Analysis Assistant | Connects to threat intelligence sources; interprets and analyzes potential threats |
| 6 | Malicious Code Protection and Privacy Compliance Monitoring | Sandboxes suspicious-file behavior; LLM identifies malicious features and generates signatures; scans sensitive data exposure |
| 7 | Security Configuration Compliance Checklist Generation Tool | Input target system type; LLM generates configuration checklists supporting standards such as MLPS 2.0 and CIS |
| 8 | Threat Intelligence Intelligent Query and Analysis Assistant | Connects multi-source threat intelligence (open-source/commercial); LLM interprets intelligence and links it with enterprise assets |
| 9 | Security Incident Postmortem Report Generation Assistant | After incidents, LLM auto-generates timeline-based postmortem reports with root-cause analysis and remediation suggestions |
| 10 | Global Threat Intelligence Monitoring and Alert Center | Crawlers collect global security news and vulnerability disclosures; LLM extracts key information, assesses impact, and sends alerts |
7. Finance & Insurance
💡 Core Concept: AI empowers financial services to achieve intelligent risk control and wealth management
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Credit Due Diligence Report Generation | Inputs enterprise financial data; AI generates comprehensive credit due diligence reports |
| 2 | Private Bank Wealth Management Advisor | Analyzes client risk preference; generates personalized asset allocation strategies |
| 3 | IPO Prospectus Generation & Compliance Check | Uses modular templates; auto-fills business descriptions with compliance verification |
| 4 | Financial Report & Anomaly Warning | Auto-generates financial analysis reports; monitors business anomalies in real-time |
| 5 | Insurance Agent Practice Coach | Simulates customer scenarios; evaluates script compliance and persuasion skills |
| 6 | Compliance Case Intelligent Retrieval and Q&A Assistant | Builds knowledge bases from regulatory penalty cases; LLM answers compliance questions and provides relevant case references |
| 7 | Insurance Agent Intelligent Script Practice | LLM plays different customer personas for simulation and evaluates script compliance and persuasion with transcription analysis |
| 8 | Insurance Product Clause Analysis and Competitor Comparison Platform | Parses clauses structurally; LLM generates feature summaries and key cautions |
| 9 | Customer Script Emotion Recognition Service | Combines voice-emotion recognition with script-compliance checks and gives real-time coaching suggestions |
| 10 | Insurance Claim Progress Intelligent Query and Dialogue Assistant | Users input policy or case numbers; LLM queries claim status and answers claim-related questions |
8. Enterprise Services
💡 Core Concept: AI empowers enterprise operations to achieve efficiency improvement and cost reduction
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Contract Compliance Review Platform | Compares contract clauses with regulations; generates compliance review reports |
| 2 | Sales Conversation Analysis & Script Recommendation | Transcribes sales calls; analyzes conversation and recommends improvement strategies |
| 3 | Marketing Content Auto-Generation | Generates marketing copy, social media posts, and advertising scripts |
| 4 | Competitor Ad Analysis Platform | Collects and analyzes competitor advertising strategies |
| 5 | Hot Topic Analysis & Content Recommendation | Analyzes trending topics; recommends content creation angles |
| 6 | Resume Intelligent Parsing and Job Matching System | Parses resume PDFs to extract key information; LLM matches suitable roles and generates interview suggestions; integrates with ATS systems |
| 7 | Employee Onboarding Guidance and Q&A Assistant | Uses RAG retrieval over onboarding docs; LLM answers common new-hire questions |
| 8 | Employee Performance Feedback and OKR Management Platform | Collects OKR data; LLM analyzes goal completion and generates feedback suggestions with 360-feedback integration |
| 9 | Intelligent Meeting Minutes and To-Do Management | Transcribes meeting recordings; LLM extracts key points and action items; auto-creates tasks in task systems |
| 10 | Invoice Recognition and Expense Reimbursement Auto-Processing | OCR recognizes invoice fields and automatically checks authenticity and reimbursement compliance; integrates with finance systems |
9. Content Production & Operations
💡 Core Concept: AI empowers content creation to achieve efficient and high-quality output
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Film & Novel Creation Assistant | Generates story outlines, character settings, and dialogue scripts |
| 2 | Brand Story & PR Writing Assistant | Inputs brand keywords; generates multi-style PR articles |
| 3 | Digital Human Live Streaming System | Creates digital human anchors; generates real-time dialogue for live streaming |
| 4 | Short Video Script & Editing | Generates short video scripts; provides intelligent editing suggestions |
| 5 | Marketing Content Design System | Generates advertising copy and designs marketing materials |
| 6 | Intelligent Marketing Content Generation and Design System | Input product information; LLM generates marketing copy and selling-point extraction; integrates with template-design tools |
| 7 | Multi-Platform Ad ROI Real-Time Monitoring and Strategy Optimization System | Connect ad-platform APIs for data collection; LLM analyzes performance and generates optimization suggestions with anomaly alerts |
| 8 | Search-Engine Keyword and Traffic Analysis | Collect keyword-tool data; LLM analyzes trend and competition and recommends topic direction |
| 9 | Competitor Ad Placement Analysis Platform | Uses third-party data APIs to collect competitor ads; LLM analyzes placement strategy and creative patterns |
| 10 | Full-Network Hot Topic Analysis and Content Recommendation System | Collects trending data; LLM analyzes trend shifts and recommends content angles with calendar scheduling |
10. Smart Government
💡 Core Concept: AI empowers government services to achieve intelligent governance
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | 12345 Hotline Intelligent Routing | Voice recognition understands citizen requests; intelligently routes to departments |
| 2 | Government Service Q&A Robot | Builds government knowledge base; provides policy consultation services |
| 3 | Enterprise Policy Matching Platform | Analyzes enterprise profiles; intelligently matches applicable support policies |
| 4 | Approval Materials Pre-Review | OCR recognizes application materials; automatically checks completeness |
| 5 | City Grid Event Management | Identifies event types from reports; intelligently dispatches to responsible departments |
| 6 | Social Sentiment Big-Data Analysis and Risk Early Warning System | Fuses multiple sources such as hotlines, online sentiment, and field visits; LLM identifies risk hotspots |
| 7 | Government Archive Digitization Recognition and Intelligent Filing Platform | OCR recognizes archive text; LLM extracts key information and auto-classifies; supports full-text retrieval |
| 8 | Emergency Command and Rescue Resource Intelligent Dispatch Platform | Collects emergency-event data; LLM generates emergency response plans with resource-dispatch optimization |
| 9 | Grid-Based Atmospheric Pollution Monitoring and Precision Traceability System | Collects air-quality sensor data; CV identifies pollution sources; LLM analyzes trends and traces causes |
| 10 | Public-Safety Incident Intelligent Risk Warning Assistant | Integrates historical events and real-time reports; LLM estimates risk levels and outputs warning recommendations |
11. Legal Affairs
💡 Core Concept: AI empowers legal services to achieve intelligent contract review and case analysis
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Contract Risk Vulnerability Detection | Compares contracts against risk checklists; identifies potential legal risks |
| 2 | Case Win Rate Analysis | Analyzes case features; retrieves similar cases and predicts outcomes |
| 3 | Legal Regulation Change Monitoring | Monitors regulatory updates; analyzes impact on business operations |
| 4 | Legal Letter Auto-Drafting | Inputs case facts; AI generates standard legal letters |
| 5 | Legal Terms Plain Language Explanation | Translates complex legal terms into easy-to-understand language |
| 6 | Courtroom Recording Real-Time Transcription and Dispute-Focus Extraction Recorder | ASR transcribes hearing audio; LLM extracts dispute focuses and key arguments with timestamps |
| 7 | Full-Network IP Infringement Clue Monitoring and Blockchain Evidence Preservation System | Monitors e-commerce and social media infringement; automatically collects and preserves evidence |
| 8 | LLM-Based IPO Prospectus Key-Data Consistency Check and Risk Alert Agent | Compares data across prospectus sections; LLM identifies inconsistencies and abnormal values with risk tags |
| 9 | Complex Legal Clause "Translation" Plugin in Plain Language | Users select legal clauses and LLM outputs understandable explanations |
| 10 | Case Evidence-Chain Intelligent Structuring and Visualization System | Upload evidence materials; LLM analyzes evidence relationships and timelines |
12. Travel & Transportation
💡 Core Concept: AI empowers travel services to achieve personalized travel planning
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Lazy Travel Guide Generator | Inputs travel preferences; AI generates daily itinerary with recommendations |
| 2 | Flight & Hotel Price Prediction | Uses ML models to predict price trends; suggests optimal booking timing |
| 3 | Visa Materials Pre-Review | OCR recognizes visa materials; automatically checks for completeness |
| 4 | Real-Time Translation for Travel | Offline voice translation; recognizes and translates menu images abroad |
| 5 | Travel Notes Auto-Generation | Extracts information from travel photos; generates shareable travel journals |
| 6 | Data-Driven Hotel "Pitfall Avoidance" Analyzer Based on Real Reviews | Collects hotel review data; LLM extracts positive and negative keyword patterns |
| 7 | Immersive Destination VR Preview and Virtual Room Selection Platform | Collects 360-degree panoramas; VR enables immersive previews and virtual room tours |
| 8 | Travel Footprint Auto-Generated Travel Notes and Social Copy Assistant | Extracts time/location metadata from photos; LLM generates travel notes with template-based layout |
| 9 | Enterprise Travel Invoice Aggregation and Compliance Reimbursement Management Platform | Connects travel-platform APIs for automatic invoice collection and compliance checks |
| 10 | Scenic-Area Crowd Congestion Prediction and Off-Peak Route Navigation | Collects scenic-area crowd data; ML predicts congestion windows and recommends off-peak routes |
13. Emotional Companionship
💡 Core Concept: AI provides 24/7 emotional support and psychological companionship
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Virtual Companion | LLM-based AI companion with memory system; provides emotional support |
| 2 | Emotional Recognition & Counseling | Analyzes voice tone and text emotion; provides professional psychological suggestions |
| 3 | Cognitive Training for Elderly | Provides cognitive games; uses old photos to trigger memory for dementia patients |
| 4 | Social Anxiety Practice Coach | Creates virtual social scenarios; helps practice social interactions |
| 5 | Mood Monitoring & Incentive Assistant | Analyzes mood patterns; generates positive encouragement content |
| 6 | Generative AI Customized Bedtime Story Machine for Children | Parents input themes/preferences; LLM generates customized stories with background music support |
| 7 | Deceased Digital-Life Reconstruction and LLM Cross-Time Dialogue System | Trains personalized models from pre-death voice/text data and generates memory-based conversations |
| 8 | MBTI-Based AI Personality Mirror and Empathetic Chatbot | Inputs MBTI results; LLM outputs personality analysis and empathetic responses with match suggestions |
| 9 | Privacy-Protected AI Confession Tree-Hole for Teenagers | Anonymous channel for emotional expression; LLM provides listening/suggestions with sensitive-word alerts |
| 10 | Self-Evolving AI Virtual Pet Growth System | Trains pet personality models and supports interaction-driven growth and virtual customization |
14. Leisure & Entertainment
💡 Core Concept: AI creates immersive entertainment experiences
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Game NPC Autonomous Decision Engine | LLM-driven NPCs with autonomous decision-making capabilities |
| 2 | Script Murder Story Deduction | AI generates story branches based on player choices |
| 3 | Interactive Novel Story Generator | Reader choices affect story development |
| 4 | Esports Game Analysis & Commentary | Real-time game analysis with AI-powered commentary |
| 5 | Audiobook Auto-Generation | Converts text to audio with character-specific voices |
| 6 | Personalized Humor Content Recommendation Algorithm Engine | Builds user-interest profiles and recommends matching humor content |
| 7 | AI Smart Vocal Tuning and KTV Voice Enhancement Software | Performs denoising and vocal enhancement with AI tuning algorithms |
| 8 | Film/TV Character-Centric Plot Extraction and Editing Tool | Analyzes video content, extracts character-related clips, and auto-generates edited cuts |
| 9 | Multi-Role TTS Audiobook Auto-Generation System | Assigns text roles and generates personalized voices with background music/effects |
| 10 | Board-Game Reinforcement-Learning Review Coach | Analyzes game records, simulates AI opponents, and generates review suggestions |
15. Ecommerce Services
💡 Core Concept: AI empowers ecommerce to achieve intelligent operations
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Product Detail Page Generator | Generates high-converting product descriptions and marketing copy |
| 2 | Virtual Try-On | AI generates virtual model try-on effects |
| 3 | Multi-Language Translation | Localizes product descriptions for international markets |
| 4 | Digital Human Live Streaming | AI-powered virtual streamers for 24/7 live commerce |
| 5 | Trend Analysis & Product Selection | Analyzes market trends; suggests trending products to sell |
| 6 | Full-Network Same-Product AI Price Comparison and Trend Prediction Plugin | Crawls e-commerce prices, displays comparison charts, and predicts price trends |
| 7 | Buyer-Show Image AI Selection and Short-Video Synthesis Platform | Scores buyer-show images, auto-recommends high-quality content, and synthesizes short videos from templates |
| 8 | LLM-Based Real-Time Sales Dialogue Voice Analysis and Golden-Script Recommendation | ASR transcribes calls and performs real-time script compliance checks with recommendation output |
| 9 | Market Trend AI Insight and Best-Seller Prediction Engine | Collects and analyzes social media and e-commerce data; LLM identifies trend hotspots and recommends product choices |
| 10 | Private-Domain User Profiling AI Clustering and Precision Operations System | Clusters user behavior data, generates profile tags, and triggers automated marketing flows |
16. Energy
💡 Core Concept: AI empowers energy management for intelligent grid operations
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Home Energy Analysis | Analyzes household electricity usage patterns; provides energy-saving suggestions |
| 2 | Solar Panel Defect Detection | Drone-captured images analyzed by CV for defect identification |
| 3 | Electricity Price Prediction | ML predicts spot prices; generates trading strategies |
| 4 | Carbon Emission Calculation | Auto-calculates enterprise carbon footprint; generates ESG reports |
| 5 | Grid Load Prediction | Predicts grid load under extreme weather; generates dispatch plans |
| 6 | Gas-Station Violation AI Video Recognition and Alert Guard | Analyzes surveillance video and detects violations (calling/smoking, etc.) with alert pushes |
| 7 | Long-Distance Oil/Gas Pipeline Leak Acoustic AI Monitoring and Precision Positioning System | Collects acoustic-sensor data for leak detection and localization algorithms |
| 8 | Virtual Power Plant Resource Aggregation and AI Power-Trading Decision System | Connects distributed resources for aggregated optimization dispatch and strategy execution |
| 9 | Mine Personnel AI Position Tracking and Dangerous-Area Intrusion Alarm | Uses UWB/Bluetooth positioning for trajectory tracking and geofenced danger-zone alerts |
| 10 | Energy-Storage Battery Health AI Assessment and Thermal-Runaway Warning | Monitors battery runtime data, evaluates health status, and triggers thermal-risk alerts |
17. Audio & Video
💡 Core Concept: AI empowers audio/video production for efficient content creation
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Video Highlight Detection | AI identifies highlights from long videos; auto-generates short clips |
| 2 | Audio Noise Reduction | Separates vocals from background noise; enhances audio quality |
| 3 | Video Restoration & Colorization | 4K super-resolution; AI adds color to black and white footage |
| 4 | Text-to-Speech with Emotion | Generates natural-sounding speech with emotional expression |
| 5 | Meeting Transcription | Multi-speaker voice separation; generates meeting transcripts with action items |
| 6 | Video Object Removal AI Engine | Uses object tracking and inpainting to remove unwanted objects with frame-level consistency |
| 7 | Copyright-Safe Background Music AIGC Auto-Composer | Uses music-generation models with controllable emotional style and copyright checks |
| 8 | Specific-Person Voice Clone and Voice Conversion Software | Trains timbre models from small voice samples and supports voice conversion |
| 9 | One-Click Script-to-Storyboard and AI Dynamic Preview Video Platform | Parses scripts into storyboards and auto-generates previsualization videos |
| 10 | Meeting Recording AI Smart Transcription and Core To-Do Extraction Assistant | Performs multi-speaker transcription and LLM-based to-do extraction with timestamps |
18. AI Marketing
💡 Core Concept: AI empowers marketing to achieve data-driven creative campaigns
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Social Media Viral Copy Generator | Generates Xiaohongshu-style posts with optimized emojis |
| 2 | Marketing Poster Designer | AI designs posters with multi-size adaptation |
| 3 | Logo & Brand Design | Generates brand logos; creates complete VI systems |
| 4 | Trend Analysis & Content Ideas | Tracks trending topics; suggests marketing angles |
| 5 | Video Script Generator | Generates short video scripts with shooting suggestions |
| 6 | Competitor Marketing Strategy Deep Analysis and AI Weekly Report Generator | Collects/analyzes competitor content, extracts strategy insights, and auto-generates weekly reports |
| 7 | Search-Engine Keyword AI Layout and Traffic Article Batch Writing | Analyzes keywords, generates articles at scale, and gives SEO optimization recommendations |
| 8 | Personalized Marketing Email AI Writing Expert | Uses user-profile data for personalized content generation with A/B testing |
| 9 | Brand Reputation Full-Network Monitoring and Crisis AI Alert Radar | Collects network sentiment data, runs sentiment analysis, and pushes crisis alerts |
| 10 | Short-Video Script Creative AIGC Generation and Storyboard Guidance Assistant | Inputs themes and outputs scripts, storyboards, and practical shooting guidance |
19. Data Intelligence
💡 Core Concept: AI makes data accessible to everyone through natural language
| No. | Application Scenario Name | Application Scenario Function |
|---|---|---|
| 1 | Natural Language to SQL | Converts natural language queries to SQL statements |
| 2 | Data Asset Catalog | Auto-catalogs and classifies enterprise data assets |
| 3 | Data Quality Monitoring | Detects data anomalies; suggests fixes |
| 4 | Report Generator | Creates reports and dashboards through conversation |
| 5 | Metric Q&A Assistant | Answers questions about data metric definitions and calculations |
| 6 | Intelligent Data-Report Interpretation and Trend Analysis Assistant | Upload report images or input data; VLM interprets chart content and analyzes trends |
| 7 | Intelligent DB-Schema Interpretation and Query-Example Generation Assistant | Input table names or field descriptions; LLM generates schema explanations and sample SQL |
| 8 | Enterprise Master-Data Intelligent Alignment and AI Dedup Governance | Matches master data across sources, identifies duplicates, and supports merge-rule configuration |
| 9 | Data Requirement Doc to Test-Case Intelligent Conversion Tool | Input data requirement descriptions; LLM generates test scenarios and validation test cases |
| 10 | Data Metric-Definition Intelligent Q&A Assistant | Builds a knowledge base from metric-definition docs; LLM answers definition and calculation logic questions |