B-End Industry Application Scenario Reference

Content adapted from Datawhale Easy-Vibe, licensed under CC BY-NC-SA 4.0.

<script setup> import { computed, ref } from 'vue'

const duration = 'Approx. <strong>6 hours</strong>'

const interestPoint = ref('') const purpose = ref('')

const topicPool = { 'manufacturing': [ { title: 'AI-Assisted Design Platform for New Energy Bus Exterior', desc: 'Image generation model-based exterior concept design' }, { title: 'Intelligent Drawing Design & Review Assistant', desc: 'Build enterprise design specification knowledge base using RAG technology' }, { title: 'Automatic Technical Documentation Generation & Management', desc: 'Auto-generate product specifications and operation manuals based on LLM' }, { title: 'Production Equipment Inspection Report Auto-Generation Assistant', desc: 'Voice description of equipment status, structured inspection report generation' }, { title: 'Industrial Equipment Fault Diagnosis Q&A Assistant', desc: 'Build vector knowledge base from historical fault cases' } ], 'customer-service': [ { title: 'Multi-Channel Intelligent Customer Service Auto-Reply & Ticket Generation System', desc: 'Connect multi-channel messages, LLM understands intent and generates responses' }, { title: 'Potential Customer Mining & Follow-up Suggestion Assistant', desc: 'Analyze historical conversation records, identify high-intent customers' }, { title: 'Enterprise Internal Knowledge Intelligent Retrieval & Q&A Butler', desc: 'Build vector knowledge base from internal documents' }, { title: 'Customer Service Conversation Smart Summary & Ticket Generation Tool', desc: 'Auto-generate conversation summaries and extract key information' }, { title: 'Golden Script Recommendation Knowledge Base System for Customer Service', desc: 'Analyze excellent cases, extract golden script templates' } ], 'education': [ { title: 'Personalized Language Learning Path Planning & Intelligent Tutoring System', desc: 'Assess learner level, plan daily learning tasks' }, { title: 'Lesson Plan Auto-Writing & Teaching Resource Push Platform', desc: 'Generate lesson plan framework based on course outline' }, { title: 'Homework Auto-Grading & Learning Diagnosis Analysis System', desc: 'Auto-grade subjective questions and generate grading suggestions' }, { title: 'Job Competency Model Construction & Learning Map', desc: 'Analyze job JD to extract capability requirements' }, { title: 'Foreign Language One-on-One Scenario-Based Practical Practice', desc: 'LLM plays different roles for oral dialogue practice' } ], 'programming': [ { title: 'Intelligent Code Completion & Bug Auto-Fix Assistant', desc: 'IDE plugin provides real-time code completion suggestions' }, { title: 'Low-Code Application Building & Process Automation Platform', desc: 'Natural language requirements converted to low-code configuration' }, { title: 'Unit Test Case Generation System', desc: 'AST parses source code, generates boundary condition test cases' }, { title: 'Code Intelligent Analysis & Language Migration Tool', desc: 'Analyze code quality and provide optimization suggestions' }, { title: 'Frontend UI Code Auto-Generation Tool', desc: 'Design draft image recognition, generate responsive CSS' } ], 'healthcare': [ { title: 'Medical Test Report Intelligent Interpretation Assistant', desc: 'OCR recognizes key indicators, interpret abnormal values' }, { title: 'Knowledge Retrieval-Based Health Consultation Expert', desc: 'Build medical knowledge graph, RAG retrieval for answers' }, { title: 'Clinical Research Data Decision Analysis Platform', desc: 'Integrate EMR data, assist generating statistical analysis code' }, { title: 'Medical Imaging Report Auto-Generation Tool', desc: 'Describe imaging features, auto-generate structured reports' }, { title: 'Chronic Disease Management Medication Reminder Intelligent Assistant', desc: 'Generate personalized medication reminders, support contraindication checks' } ], 'security': [ { title: 'Code Security Vulnerability Detection & Fix Engine', desc: 'SAST scans code, analyzes vulnerability principles' }, { title: 'AI-Generated Phishing Email Intelligent Identification & Blocking System', desc: 'Analyze email content, identify AI-generated phishing emails' }, { title: 'Security Operations Daily Report Auto-Generation Assistant', desc: 'Log aggregation, auto-extract key events' }, { title: 'Penetration Test Report Intelligent Generation Assistant', desc: 'Auto-generate reports from vulnerability descriptions' }, { title: 'Threat Intelligence Intelligent Query & Analysis Assistant', desc: 'Connect multi-source threat intelligence, interpret intelligence content' } ], 'finance': [ { title: 'Credit Due Diligence Report Intelligent Generation Assistant', desc: 'Input financial data, auto-generate credit due diligence report' }, { title: 'Private Bank Wealth Management Intelligent Advisor', desc: 'Analyze client risk preference, generate asset allocation suggestions' }, { title: 'IPO Prospectus Intelligent Generation & Compliance Verification Assistant', desc: 'Modular templates, auto-fill business descriptions' }, { title: 'Enterprise Financial Report Auto-Generation & Business Anomaly Early Warning System', desc: 'Auto-generate financial analysis and management discussion' }, { title: 'Insurance Agent Intelligent Script Practice Coach', desc: 'Simulate dialogue, evaluate script compliance and persuasiveness' } ], 'enterprise': [ { title: 'Enterprise Contract Full Lifecycle Compliance Review & Modification Suggestion Platform', desc: 'Compare clauses with regulation database, generate compliance review report' }, { title: 'Sales Conversation Speech-to-Text & Script Recommendation', desc: 'ASR transcription, analyze conversation and recommend golden scripts' }, { title: 'Marketing Content Intelligent Generation & Design System', desc: 'Generate marketing copy and selling point extraction' }, { title: 'Competitor Ad Placement Analysis Platform', desc: 'Collect competitor ads, analyze placement strategies' }, { title: 'Network-Wide Hot Topic Intelligent Analysis & Content Recommendation System', desc: 'Analyze hot trends and recommend topic angles' } ], 'content': [ { title: 'Film & Novel Content Creation Assistance Platform', desc: 'Provide story outlines, character settings, dialogue generation' }, { title: 'Enterprise Brand Story & PR Soft Article Intelligent Writing Assistant', desc: 'Input brand keywords, generate multi-style copy' }, { title: 'Virtual Digital Human Live Streaming Interaction & Streaming Management System', desc: 'Digital human + TTS voice + LLM dialogue' }, { title: 'Short Video Script Generation & Intelligent Editing', desc: 'Generate short video scripts and storyboards' }, { title: 'Marketing Content Intelligent Generation & Design System', desc: 'Generate marketing copy and selling point extraction' } ], 'government': [ { title: '12345 Government Service Hotline Intelligent Voice Navigation & Auto-Dispatch System', desc: 'Speech recognition, understand requests and intelligently dispatch' }, { title: 'Government Service Hall Intelligent Guidance & Policy Q&A Robot', desc: 'Government knowledge base RAG retrieval' }, { title: 'Enterprise Policy Intelligent Matching & Precision Push Platform', desc: 'Enterprise profile auto-match applicable policies' }, { title: 'Administrative Approval Materials Intelligent Pre-Review & Compliance Verification Assistant', desc: 'OCR recognition and key information extraction' }, { title: 'City Grid Event Intelligent Identification & Dispatch Management Platform', desc: 'Identify event types and dispatch' } ], 'legal': [ { title: 'Contract Risk Vulnerability One-Click "Bug Hunter" Agent', desc: 'Identify potential issues against risk checklist' }, { title: 'Similar Case Win Rate AI Intelligent Assessment Consultant', desc: 'Case feature extraction, similar case retrieval matching' }, { title: 'Legal Regulation Change Real-Time Monitoring & Business Impact Analysis Radar', desc: 'Parse change content and assess business impact' }, { title: 'Legal Letter AIGC Auto-Drafting Tool', desc: 'Input factual statements, generate standard legal letters' }, { title: 'Complex Legal Terms "Translation" to Plain Language Explanation Plugin', desc: 'Generate easy-to-understand explanations' } ], 'travel': [ { title: 'AIGC-Based Lazy Travel Guide Generator', desc: 'Generate daily itinerary arrangements' }, { title: 'Network-Wide Flight & Hotel Price Trend Prediction & Low-Price Auto-Lock Robot', desc: 'ML model predicts price trends' }, { title: 'Visa Materials Intelligent Pre-Review & Auto-Fill Form Assistant', desc: 'OCR recognize information completeness check' }, { title: 'Outbound Travel Real-Time Voice Translation & Menu Visual Translation Butler', desc: 'Offline voice translation, menu image OCR' }, { title: 'Travel Footprint Auto-Generate Beautiful Travel Notes & Social Copy Assistant', desc: 'Photo information extraction, generate travel note copy' } ], 'emotion': [ { title: 'LLM-Based 24-Hour Deep Companion Virtual Partner', desc: 'Memory system stores conversation history' }, { title: 'Multimodal Emotion Recognition & Psychological Counseling AI Consultant', desc: 'Voice tone analysis + text emotion recognition' }, { title: 'Alzheimer Elderly AI Cognitive Training & Memory Wake-Up Digital Human', desc: 'Cognitive game training, old photos trigger memory' }, { title: 'AIGC Simulated Social Practice Coach for Social Anxiety People', desc: 'Virtual social scenario simulation' }, { title: 'All-Day Mood Monitoring & AI Positive Emotion Incentive Assistant', desc: 'Analyze mood trends and generate incentive content' } ], 'entertainment': [ { title: 'LLM-Driven Open World Game NPC Autonomous Decision Engine', desc: 'NPC behavior tree fused with LLM decisions' }, { title: 'Immersive Script Murder AIGC Story Deduction & DM Control Assistance Tool', desc: 'Player choices trigger story branches' }, { title: 'Interactive Novel Ending Generative Modifier', desc: 'Reader choices affect story direction' }, { title: 'Esports Game CV Visual Analysis & AI Intelligent Commentator', desc: 'Real-time game footage analysis' }, { title: 'Multi-Role TTS Voice Synthesis Audiobook Auto-Generation System', desc: 'Text role allocation, personalized voice generation' } ], 'ecommerce': [ { title: 'High Conversion AIGC Product Detail Page Batch Production Tool', desc: 'Generate selling point copy and scene descriptions' }, { title: 'Clothing Virtual Model AI Intelligent Try-On & Display Video Generation Factory', desc: 'Virtual model try-on effect generation' }, { title: 'Cross-Border Ecommerce Multi-Language LLM Localization Translation & Polishing Assistant', desc: 'Product description multi-language translation' }, { title: '24/7 AIGC Digital Human Live Streaming Sales System', desc: 'Digital human + real-time script generation' }, { title: 'Market Trend AI Insight & Hit Product Prediction Engine', desc: 'Insight trend hotspots, product selection suggestions' } ], 'energy': [ { title: 'Household Electricity Behavior AI Analysis & Energy Saving Strategy Consultant', desc: 'Electricity usage pattern analysis, generate energy saving suggestions' }, { title: 'Photovoltaic Component Defect Drone CV Visual Recognition System', desc: 'Drone inspection shooting, thermal infrared image analysis' }, { title: 'Electricity Spot Trading Price AI Trend Prediction & Auto-Profit Strategy Agent', desc: 'Price prediction model, strategy generation' }, { title: 'Enterprise Full-Link Carbon Emission AI Auto-Calculation & ESG Report Generation Assistant', desc: 'Carbon emission factor calculation, ESG report generation' }, { title: 'Power Grid Extreme Weather Load AI Prediction & Emergency Dispatch Command System', desc: 'Load prediction model, dispatch strategy generation' } ], 'av-media': [ { title: 'Long Video Highlight AI Identification & Short Video Auto-Clipping Tool', desc: 'Video content analysis, keyframe recognition' }, { title: 'Video Background Noise AI Intelligent Separation & Voice Enhancement Assistant', desc: 'Audio separation model, remove background noise' }, { title: 'Old Image 4K Super-Resolution Repair & AI Intelligent Colorization Workstation', desc: 'Video super-resolution model, AI auto-colorization' }, { title: 'Text to Realistic TTS Voice & Emotion Control System', desc: 'Multi-voice TTS model, emotion control' }, { title: 'Meeting Recording AI Intelligent Transcription & Action Item Extraction Assistant', desc: 'Multi-person meeting voice separation transcription' } ], 'ai-marketing': [ { title: 'Xiaohongshu Hit Copy AIGC Auto-Writing Engine', desc: 'Generate planting copy, emoji optimization' }, { title: 'Marketing Poster AI Intelligent Layout & Multi-Size Adaptation Tool', desc: 'Poster template intelligent matching' }, { title: 'Brand LOGO Creative AIGC Generation & VI System Building Platform', desc: 'LOGO creative generation, VI specification generation' }, { title: 'Network-Wide Hot Topic AI Tracking & Trend Marketing Creative Generation Assistant', desc: 'Analyze marketing angles, creative solution generation' }, { title: 'Short Video Script Creative AIGC Generation & Storyboard Guidance Assistant', desc: 'Script and storyboard generation, shooting suggestions' } ], 'data-intelligence': [ { title: 'Natural Language to SQL Statement Auto-Generation Tool', desc: 'Natural language query converted to SQL' }, { title: 'Enterprise Data Asset Catalog Intelligent Inventory & Classification System', desc: 'Metadata collection, auto-classification' }, { title: 'Data Quality Anomaly Auto-Detection & Repair Suggestion Engine', desc: 'Rule engine + ML model detect anomalies' }, { title: 'Intelligent Report Generation & Visualization Configuration Assistant', desc: 'Conversational report configuration generation' }, { title: 'Data Metric Definition Intelligent Q&A Assistant', desc: 'Build knowledge base from metric definition documents' } ] }

const recommendationMap = { 'creative-content': { 'increase-efficiency': ['content', 'av-media', 'ai-marketing', 'entertainment'], 'reduce-cost': ['content', 'ecommerce', 'ai-marketing'], 'improve-experience': ['entertainment', 'emotion', 'travel', 'content'], 'innovate-business': ['ai-marketing', 'content', 'av-media', 'entertainment'] }, 'tech-service': { 'increase-efficiency': ['programming', 'enterprise', 'data-intelligence', 'customer-service'], 'reduce-cost': ['programming', 'enterprise', 'manufacturing'], 'improve-experience': ['customer-service', 'enterprise', 'programming'], 'innovate-business': ['data-intelligence', 'programming', 'security', 'enterprise'] }, 'data-intel': { 'increase-efficiency': ['data-intelligence', 'finance', 'enterprise', 'manufacturing'], 'reduce-cost': ['data-intelligence', 'manufacturing', 'energy'], 'improve-experience': ['data-intelligence', 'customer-service', 'ecommerce'], 'innovate-business': ['data-intelligence', 'finance', 'security', 'ai-marketing'] }, 'user-service': { 'increase-efficiency': ['customer-service', 'ecommerce', 'travel', 'enterprise'], 'reduce-cost': ['customer-service', 'ecommerce', 'enterprise'], 'improve-experience': ['customer-service', 'emotion', 'travel', 'ecommerce', 'entertainment'], 'innovate-business': ['ecommerce', 'travel', 'emotion', 'entertainment'] }, 'industry-solution': { 'increase-efficiency': ['manufacturing', 'healthcare', 'finance', 'government'], 'reduce-cost': ['manufacturing', 'energy', 'enterprise', 'finance'], 'improve-experience': ['healthcare', 'education', 'government', 'travel'], 'innovate-business': ['finance', 'security', 'legal', 'healthcare', 'government'] } }

const interestOptions = [ { label: 'Creative Content Generation', value: 'creative-content', desc: 'Copy, images, video and other creative content' }, { label: 'Technical Service Tools', value: 'tech-service', desc: 'Development tools, automation, code assistance' }, { label: 'Data Intelligence Analysis', value: 'data-intel', desc: 'Data analysis, prediction, intelligent decision making' }, { label: 'User Service Experience', value: 'user-service', desc: 'Customer service, marketing, user experience' }, { label: 'Industry Solutions', value: 'industry-solution', desc: 'Deep applications for specific industries' } ]

const purposeOptions = [ { label: 'Increase Efficiency', value: 'increase-efficiency', desc: 'Automation, accelerate process' }, { label: 'Reduce Cost', value: 'reduce-cost', desc: 'Reduce manpower, optimize resources' }, { label: 'Improve Experience', value: 'improve-experience', desc: 'User satisfaction, service quality' }, { label: 'Business Innovation', value: 'innovate-business', desc: 'New products, new models' } ]

const industries = [ { key: 'manufacturing', name: 'Manufacturing Industry', anchor: '#_1-manufacturing-industry' }, { key: 'customer-service', name: 'Intelligent Customer Service', anchor: '#_2-intelligent-customer-service' }, { key: 'education', name: 'Education Industry', anchor: '#_3-education-industry' }, { key: 'programming', name: 'Intelligent Programming', anchor: '#_4-intelligent-programming' }, { key: 'healthcare', name: 'Healthcare', anchor: '#_5-healthcare' }, { key: 'security', name: 'Network Security', anchor: '#_6-network-security' }, { key: 'finance', name: 'Finance & Insurance', anchor: '#_7-finance-insurance' }, { key: 'enterprise', name: 'Enterprise Services', anchor: '#_8-enterprise-services' }, { key: 'content', name: 'Content Production & Operations', anchor: '#_9-content-production-operations' }, { key: 'government', name: 'Smart Government Management', anchor: '#_10-smart-government-management' }, { key: 'legal', name: 'Legal Affairs & Contract Management', anchor: '#_11-legal-affairs-contract-management' }, { key: 'travel', name: 'Travel & Transportation Services', anchor: '#_12-travel-transportation-services' }, { key: 'emotion', name: 'Emotional Companionship', anchor: '#_13-emotional-companionship' }, { key: 'entertainment', name: 'Leisure & Entertainment', anchor: '#_14-leisure-entertainment' }, { key: 'ecommerce', name: 'Ecommerce Services', anchor: '#_15-ecommerce-services' }, { key: 'energy', name: 'Energy', anchor: '#_16-energy' }, { key: 'av-media', name: 'Audio & Video', anchor: '#_17-audio-video' }, { key: 'ai-marketing', name: 'AI Marketing', anchor: '#_18-ai-marketing' }, { key: 'data-intelligence', name: 'Data Intelligence', anchor: '#_19-data-intelligence' } ]

const recommendationTopics = computed(() => { if (!interestPoint.value || !purpose.value) return []

const keys = recommendationMap[interestPoint.value]?.[purpose.value] || [] const topics = []

keys.forEach(key => { const industry = industries.find(item => item.key === key) const industryTopics = topicPool[key] || []

if (industry && industryTopics.length > 0) {
  const count = Math.floor(Math.random() * 2) + 1
  const shuffled = [...industryTopics].sort(() => Math.random() - 0.5)
  const selected = shuffled.slice(0, Math.min(count, shuffled.length))

  selected.forEach(topic => {
    topics.push({
      ...topic,
      industryKey: key,
      industryName: industry.name,
      industryAnchor: industry.anchor
    })
  })
}

})

return topics.sort(() => Math.random() - 0.5).slice(0, 8) })

const currentSelection = computed(() => { const interest = interestOptions.find(i => i.value === interestPoint.value) const pur = purposeOptions.find(p => p.value === purpose.value) return { interest: interest?.label || '', purpose: pur?.label || '' } })

const scrollToAnchor = (anchor) => { setTimeout(() => { let element = document.querySelector(anchor)

if (!element) {
  const altAnchor = anchor.replace('#_', '#')
  element = document.querySelector(altAnchor)
}

if (!element) {
  const anchorText = decodeURIComponent(anchor.replace('#', '').replace(/^_/, ''))
  const headings = document.querySelectorAll('h2, h3')

  for (let heading of headings) {
    const headingText = heading.textContent.trim()
    const cleanHeading = headingText.replace(/^\d+\.\s*/, '')
    if (cleanHeading === anchorText || headingText.includes(anchorText)) {
      element = heading
      break
    }
  }
}

if (element) {
  element.scrollIntoView({
    behavior: 'smooth',
    block: 'start'
  })
  element.style.backgroundColor = '#f0f9ff'
  element.style.transition = 'background-color 0.3s'
  element.style.padding = '8px'
  element.style.borderRadius = '4px'
  setTimeout(() => {
    element.style.backgroundColor = ''
    element.style.padding = ''
  }, 2000)
}

}, 100) }

const resetSelection = () => { interestPoint.value = '' purpose.value = '' } </script>

Chapter Overview

Duration: duration | Core output: Understand 15+ B-End industry application scenarios | Expected output: Find project directions suitable for enterprise customers

Industry Direction Quick Selection

Industry Quick Overview

Mainstream Technology Choices

In AI application development, common technical directions include:

1. 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.
2. 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.
3. 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:

1. 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
2. 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
3. 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

2. Intelligent Customer Service

💡 Core Concept: Empowers customer service with AI to achieve 24/7 intelligent response

3. Education Industry

💡 Core Concept: Personalized learning powered by AI to achieve adaptive education

4. Intelligent Programming

💡 Core Concept: AI assists development to improve programmer productivity

5. Healthcare

💡 Core Concept: AI assists medical diagnosis to improve healthcare service efficiency

6. Network Security

💡 Core Concept: AI empowers security operations to achieve intelligent threat detection and response

7. Finance & Insurance

💡 Core Concept: AI empowers financial services to achieve intelligent risk control and wealth management

8. Enterprise Services

💡 Core Concept: AI empowers enterprise operations to achieve efficiency improvement and cost reduction

9. Content Production & Operations

💡 Core Concept: AI empowers content creation to achieve efficient and high-quality output

10. Smart Government

💡 Core Concept: AI empowers government services to achieve intelligent governance

11. Legal Affairs

💡 Core Concept: AI empowers legal services to achieve intelligent contract review and case analysis

12. Travel & Transportation

💡 Core Concept: AI empowers travel services to achieve personalized travel planning

13. Emotional Companionship

💡 Core Concept: AI provides 24/7 emotional support and psychological companionship

14. Leisure & Entertainment

💡 Core Concept: AI creates immersive entertainment experiences

15. Ecommerce Services

💡 Core Concept: AI empowers ecommerce to achieve intelligent operations

16. Energy

💡 Core Concept: AI empowers energy management for intelligent grid operations

17. Audio & Video

💡 Core Concept: AI empowers audio/video production for efficient content creation

18. AI Marketing

💡 Core Concept: AI empowers marketing to achieve data-driven creative campaigns

19. Data Intelligence

💡 Core Concept: AI makes data accessible to everyone through natural language