LeeteLeeteAI · IoT

Case Studies

See the real value AI implementation brings to small and medium enterprises.

Note: To protect client confidentiality, the following cases have been anonymized and show only industry and scenario value.

Smart ManufacturingA hardware manufacturer (≈120 employees)

AI Inspection & Smart Scheduling Assistant

Deployed an AI inspection and scheduling assistant for a small hardware factory, enabling smart upgrades at low cost.

Pain Points

  • Time-consuming manual inspection with high missed-defect rates
  • Fluctuating orders with experience-based scheduling
  • Little data accumulation for fine-grained management

Solution

  • ✓AI vision inspection that auto-detects common defects
  • ✓Smart scheduling suggestions based on order history
  • ✓Lightweight dashboard for real-time production visibility
+200%
Inspection efficiency
-60%
Missed-defect rate
+50%
Scheduling efficiency
Vision InspectionSmart SchedulingLightweight
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Smart ManufacturingAn electronic components factory (≈90 employees)

AI Surface Defect Detection System

Deployed AI surface defect detection to replace manual inspection, sharply cutting missed defects and rework.

Pain Points

  • Tiny parts and subtle defects cause fatigue and missed catches
  • Inconsistent inspection standards and frequent complaints
  • High rework and scrap costs

Solution

  • ✓High-precision AI vision covering 20 subtle defect types
  • ✓Auto-archived results with quality reports
  • ✓Line integration with auto-stop alarms on anomalies
+300%
Detection efficiency
-80%
Missed-defect rate
-45%
Rework rate
Vision DetectionQuality ControlLine Integration
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Smart ManufacturingA lighting factory (≈80 employees)

AI Scheduling & Inventory Forecasting

Built scheduling and inventory forecasting models for a lighting factory to ease seasonal order volatility.

Pain Points

  • Large seasonal order swings make scheduling reactive
  • Raw-material inventory overstocking or shortages
  • Experience-based delivery promises with default risk

Solution

  • ✓Smart scheduling based on historical orders
  • ✓Demand-driven safety-stock recommendations
  • ✓Delivery alerts and capacity-balancing dashboard
+45%
Scheduling efficiency
+30%
Inventory turnover
+15%
On-time delivery
Smart SchedulingForecastingDelivery
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Smart ManufacturingA plastic mold factory (≈60 employees)

Predictive Maintenance Platform

Built a predictive maintenance platform to shift from reactive repair to early warning, cutting downtime losses.

Pain Points

  • Sudden equipment failures with heavy downtime
  • Maintenance relies on veteran experience
  • No data collection and rough maintenance plans

Solution

  • ✓Sensor data collection and real-time monitoring
  • ✓Failure-prediction models with early warnings
  • ✓Smart maintenance plans and spare-part reminders
-50%
Unplanned downtime
-35%
Maintenance costs
+20%
Equipment lifespan
Predictive MaintenanceMonitoringCost Saving
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E-commerce & RetailA Taobao/Douyin seller (30-person team)

AI Customer Service & Content Assistant

Built an AI customer-service and marketing-content assistant so a small team can run multiple stores efficiently.

Pain Points

  • High inquiry volume with limited staff
  • Time-consuming product copy and assets
  • Repetitive multi-platform operations

Solution

  • ✓AI customer service with 24/7 auto-reply and smart handoff
  • ✓AIGC for product copy and marketing assets
  • ✓One-click multi-platform content distribution
5×
Response speed
8×
Content production
-40%
Labor costs
AI SupportAIGCMulti-platform
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E-commerce & RetailAn Amazon seller (25-person team)

AI Multilingual Listing Generator

Deployed a multilingual listing generator to produce high-quality localized product pages in bulk.

Pain Points

  • High manual translation costs for listings
  • Slow new-product launches miss traffic windows
  • Weak keyword coverage lowers search ranking

Solution

  • ✓Auto-generation of titles, bullets and descriptions
  • ✓Competitor analysis and keyword placement tips
  • ✓Bulk A/B version generation and testing
7×
Launch efficiency
-70%
Translation costs
+35%
Search exposure
Multilingual GenListing SEOKeywords
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E-commerce & RetailA fashion store (15-person team)

AI Livestream Clips & Short Video

Built an AI livestream-clipping and short-video pipeline to unlock the long-tail value of live content.

Pain Points

  • Live content goes unused with low reuse
  • Shortage of video editing staff
  • Homogeneous ad assets

Solution

  • ✓Auto-detection and clipping of highlight moments
  • ✓Auto-generated selling-point captions and scripts
  • ✓Batch adaptation to multi-platform formats
10×
Short video output
-70%
Editing labor
+20%
Live conversion
Live ClipsShort VideoContent Reuse
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E-commerce & RetailA home goods e-commerce (20-person team)

AI Service QA & After-sales Assistant

Deployed a service-QA and after-sales assistant to improve service consistency and resolution speed.

Pain Points

  • Uneven customer-service quality
  • Slow after-sales handling with bad-review risk
  • Complex returns with high communication costs

Solution

  • ✓Full customer-service conversation QA and scoring
  • ✓Smart after-sales ticket classification and scripts
  • ✓Automated return-and-exchange guidance
100%
QA coverage
-60%
Resolution time
-35%
Bad-review rate
Service QAAfter-salesQuality
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Restaurants & StoresA restaurant chain (15 stores)

Smart Ordering & Member Operations

Deployed an AI ordering and member-operations system for a restaurant chain to boost efficiency and repeat visits.

Pain Points

  • Long queues at peak hours
  • Manual member operations with low repeat rates
  • Scattered store data with no unified analysis

Solution

  • ✓AI smart ordering with personalized recommendations
  • ✓Member tagging and automated marketing
  • ✓Unified multi-store business dashboard
+40%
Ordering efficiency
+25%
Repeat visits
-30%
Labor costs
Smart OrderingMember OpsDashboard
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Restaurants & StoresA tea-drink chain (20 stores)

AI Franchise Operations Assistant

Built a franchise operations assistant for a tea-drink chain to unify standards and boost store quality.

Pain Points

  • Hard to unify franchise store standards
  • Costly, slow headquarters inspections
  • Store issues are detected late

Solution

  • ✓Smart Q&A on standard operating procedures
  • ✓Photo-based store self-check with AI recognition
  • ✓Auto anomaly alerts and supervisor dispatch
+40%
Standard compliance
-50%
Inspection costs
-25%
Complaint rate
Franchise OpsSelf-checkStandardization
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Restaurants & StoresA seafood restaurant (3 stores)

AI Reservation & Kitchen Scheduling

Deployed an AI reservation and kitchen-scheduling system to balance traffic and staffing at peak times.

Pain Points

  • Missed reservation calls and low table turnover
  • Kitchen staffing out of sync with traffic
  • Slow serving at peak hours with many bad reviews

Solution

  • ✓AI reservation consultation and smart seating
  • ✓Traffic-forecast-driven smart shift planning
  • ✓Serving progress dashboard and peak alerts
+85%
Reservation pickup
+20%
Table turnover
-30%
Serving time
Smart BookingSchedulingForecasting
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Restaurants & StoresA bakery chain (8 stores)

AI Member Retention & Holiday Marketing

Built a member-retention and holiday-marketing system for a bakery chain to lift member value and holiday sales.

Pain Points

  • Coarse member tags and imprecise outreach
  • Time-consuming holiday campaign planning
  • Low repeat rates with many dormant members

Solution

  • ✓Member segmentation and preference tags
  • ✓Auto-generated holiday copy and campaigns
  • ✓Automated dormant-member reactivation
+30%
Repeat visits
+45%
Holiday sales
-60%
Marketing labor
Member OpsHoliday MarketingRetention
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Education & TrainingA training provider (3,000+ students)

AI Teaching Assistant & Content Generator

Built an AI teaching assistant and content-generation platform for a training provider to cut costs and boost efficiency.

Pain Points

  • High curriculum production costs
  • Student Q&A consumes teachers' time
  • Slow lead-gen content output

Solution

  • ✓AI teaching assistant for auto Q&A and grading
  • ✓Auto-generation of outlines, handouts and question banks
  • ✓Batch generation of marketing copy and assets
6×
Course production
-50%
Q&A workload
5×
Lead-gen content
AI Teaching AssistantContent GenCost Saving
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Education & TrainingA coding school for kids (800+ students)

AI Homework Grading & Learning Reports

Deployed a homework-grading and learning-report system to ease teacher load and improve parent communication.

Pain Points

  • Time-consuming coding homework grading
  • Hard to quantify student progress
  • Frequent, repetitive parent communication

Solution

  • ✓Auto grading and feedback for coding homework
  • ✓Auto-generated learning profiles and growth reports
  • ✓Auto-pushed parent communication and reports
8×
Grading efficiency
+40%
Parent satisfaction
+15%
Renewal rate
GradingLearning ReportsParent Comms
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Education & TrainingA vocational training provider (1,500+ students)

AI Resume Coaching & Mock Interviews

Built an AI resume-coaching and mock-interview assistant to improve students' job-search success.

Pain Points

  • High manual cost of resume coaching
  • Limited mock-interview scenarios
  • Slow job-search feedback for students

Solution

  • ✓Smart resume optimization and job matching
  • ✓AI mock interviews with follow-up questions
  • ✓Auto-generated interview review reports
+50%
Resume pass rate
6×
Coaching efficiency
+20%
Employment rate
Resume CoachingMock InterviewJob Search
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Education & TrainingA K12 tutoring center (2,000+ students)

AI Mistake Notebook & Score Boosting

Built an AI mistake-notebook and personalized score-boosting plan for a K12 tutoring center.

Pain Points

  • Time-consuming mistake collection with low reuse
  • Large student gaps make tiered teaching hard
  • Hard to quantify improvement

Solution

  • ✓Auto mistake collection and similar-problem recommendation
  • ✓Personalized weak-point diagnosis and study paths
  • ✓Auto-generated stage learning reports
10×
Mistake collection
+15 pts
Avg. score gain
+25%
Parent renewal
Mistake NotebookPersonalized TutoringScore Boost
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Cross-border TradeA trading company (20-person team)

AI Translation & Lead-gen Assistant

Built an AI translation and lead-gen assistant for a trading company to break language and labor bottlenecks.

Pain Points

  • High multilingual communication costs
  • Time-consuming lead screening
  • Repetitive quotes and documents

Solution

  • ✓AI multilingual translation and business email generation
  • ✓Automatic lead screening and outreach
  • ✓Auto-generation of quotes and product documents
4×
Lead-gen efficiency
-60%
Communication costs
+20%
Conversion
AI TranslationLead-genTrade
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Cross-border TradeA 3C electronics exporter (18-person team)

AI Quoting & RFQ Response

Built an AI quoting and RFQ-response assistant for a 3C exporter to answer inquiries faster and win more orders.

Pain Points

  • Large RFQ volume with slow responses
  • Complex, error-prone quote calculations
  • Late follow-ups with high lost-order rates

Solution

  • ✓Smart RFQ parsing and requirement extraction
  • ✓Auto quote calculation and generation
  • ✓Follow-up reminders and script suggestions
6×
Quoting efficiency
-70%
Inquiry response
+25%
Order win rate
RFQ ResponseSmart QuotingFollow-up
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Cross-border TradeA garment exporter (15-person team)

AI Sample Images & Catalog Generation

Built a sample-image and catalog generation pipeline for a garment exporter to speed up sample communication.

Pain Points

  • High costs for sample photography and retouching
  • Long catalog production cycles
  • Fast style updates outpace asset creation

Solution

  • ✓AI image retouching and multi-background generation
  • ✓Auto catalog layout and generation
  • ✓Bulk updates for new styles
8×
Catalog production
-50%
Sample cycles
-40%
Sampling rounds
Image GenCatalogsCost Saving
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Cross-border TradeA hardware exporter (12-person team)

AI Multilingual Website & Inquiry Follow-up

Built a multilingual website and inquiry follow-up system for a hardware exporter to lower the overseas acquisition barrier.

Pain Points

  • Chinese-only website that overseas buyers can't read
  • Scattered inquiries that are easily missed
  • Limited foreign-language skills on the team

Solution

  • ✓Auto-generated multilingual website content
  • ✓Unified inquiry management with chat translation
  • ✓Auto task reminders and script generation
3×
Overseas inquiries
5×
Follow-up efficiency
-60%
Communication costs
Multilingual SiteInquiry MgmtAcquisition
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Healthcare ClinicsA dental clinic chain (8 branches)

AI Appointment & Record Management

Deployed an AI appointment and record-management assistant for a dental clinic chain to improve patient experience and operations.

Pain Points

  • Manual appointment calls with missed leads
  • Time-consuming, inconsistent medical records
  • Manual follow-ups and reminders

Solution

  • ✓AI appointment consultation and smart scheduling
  • ✓Voice-to-text records with structured filing
  • ✓Automated follow-ups and revisit reminders
+90%
Appointment pickup
4×
Record efficiency
+20%
Return visits
AI AppointmentRecord ManagementPatient Ops
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Healthcare ClinicsAn aesthetic clinic (3 branches)

AI Consultation & Post-op Follow-up

Deployed an AI consultation and post-op follow-up assistant to lift conversion and client satisfaction.

Pain Points

  • High inquiry volume with manual conversion
  • Late post-op follow-ups with complaint risk
  • Scattered client records

Solution

  • ✓AI consultation and needs assessment
  • ✓Auto-scheduled post-op follow-up and care
  • ✓Unified client records with tagging
+30%
Conversion rate
100%
Follow-up execution
-40%
Complaint rate
ConsultationPost-op CareClient Mgmt
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Healthcare ClinicsA TCM clinic (2 branches)

AI Appointment & Health Records

Built an appointment and health-record system for a TCM clinic to improve consultation efficiency and patient stickiness.

Pain Points

  • Paper-based bookings that are easily missed
  • Time-consuming constitution assessment and records
  • Missing revisit and treatment-cycle reminders

Solution

  • ✓AI appointment and smart scheduling
  • ✓Auto-generated constitution questionnaire and records
  • ✓Automated treatment-cycle and revisit reminders
5×
Booking efficiency
-60%
Consultation notes
+30%
Revisit rate
Smart BookingHealth RecordsStickiness
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Healthcare ClinicsA health check center (2 branches)

AI Report Interpretation & Follow-up

Deployed a report-interpretation and follow-up assistant to make health checks more thoughtful.

Pain Points

  • Insufficient staff for report interpretation
  • Late follow-up on abnormal indicators
  • Low client recheck rates

Solution

  • ✓AI report interpretation with health advice
  • ✓Graded follow-up reminders for abnormal indicators
  • ✓Personalized recheck and health-management plans
6×
Interpretation efficiency
+90%
Follow-up timeliness
+35%
Recheck rate
Report ReadingFollow-upHealth Mgmt
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