O slideshow foi denunciado.
Utilizamos seu perfil e dados de atividades no LinkedIn para personalizar e exibir anúncios mais relevantes. Altere suas preferências de anúncios quando desejar.
www.globalbigdataconference.com
Twitter : @bigdataconf
G L O B A L B I G D ATA C O N F E R E N C E
5 Ways
AI is revolutionizing supply chains
Moataz Rashad, Founder & CEO
mr@dee...
Supply Chain end-to-end with an AI Layer
G L O B A L B I G D ATA C O N F E R E N C E
Requirements
Planning
Sourcing/
Procu...
Financial Mgmt
Supply Chain
Manufacturing HR
CRM
Purchasing
eCommerce/UX
Asset Mgmt Other
BI
๏Supply chain constitute
60-7...
✓Decision intelligence problems
✓ex: add a new contract manufacturer to de-risk delivery date?
✓NLP language understanding...
more datasets from
more products
*higher margin lift
*improved ROI
Why it’s Strategic? the virtuous cycle for AI in supply...
• Demand forecasting accuracy impacts production & inventory planning
Excess InventoryLast minute higher cost logistics
• ...
#1 Planning: Accurate Predictions
5 Ways AI is revolutionizing supply chains
• Demand forecasting & inventory planning wit...
#2 Materials Sourcing: Optimal Pricing
5 Ways AI is revolutionizing supply chains
• BoM Optimization using predictive pric...
#3 Manufacturing Decisions: Predictive Maintenance
5 Ways AI is revolutionizing supply chains
• Prevent equipment failures...
Manila RT production data
Shenzhen production data
Supply chain data
Sales plan & demand
forecasting
delivers actionable d...
5 Ways AI is revolutionizing supply chains
• Production Planning decisions
• currently mostly done manually using rule-bas...
#4 Quality Assurance: Computer Vision
5 Ways AI is revolutionizing supply chains
Visual Intelligence Engine analyzes raw i...
5 Ways AI is revolutionizing supply chains
#5 Delivery & Logistics: Self-driving Vehicles
5 Ways AI is revolutionizing supply chains
• Autonomous forklifts in the wa...
✓Collect as many relevant signals across various systems
✓higher dimensionality is always better fit for DL
✓Cleanse the d...
Summary: 5 Ways AI is revolutionizing supply chains
#1 Demand Forecasting & Inventory Planning:Accurate Predictions
#2 Mat...
Summary: 5 Ways AI is revolutionizing supply chains
• Accurate predictions have a high impact on the bottom line
• Accurat...
Próximos SlideShares
Carregando em…5
×

5 Ways AI will Revolutionize Supply Chains

1.339 visualizações

Publicada em

This talk covers 5 use-cases in supply chain optimization where AI can have a revolutionary effect on maximizing margins. These include optimizing pricing, production efficiency, demand forecasting, and risk mitigation decisioning.

Publicada em: Software
  • Increasing Sex Drive And Getting Harder Erections, Naturally ●●● http://t.cn/Ai88iYkP
       Responder 
    Tem certeza que deseja  Sim  Não
    Insira sua mensagem aqui
  • Amazing all-natural clear skin breakthrough permanently eliminates acne without drugs, creams or over the counters. Stop wasting money on pills, gels, and other worthless quick fix cures.. Learn the truth about acne once and for all and finally get the LASTING clear skin you deserve ★★★ https://tinyurl.com/ybbtmvh8
       Responder 
    Tem certeza que deseja  Sim  Não
    Insira sua mensagem aqui
  • Secrets To Making Up, These secrets will help you get back together with your ex. ●●● http://ow.ly/mOLD301xGxr
       Responder 
    Tem certeza que deseja  Sim  Não
    Insira sua mensagem aqui
  • Hello! Get Your Professional Job-Winning Resume Here - Check our website! https://vk.cc/818RFv
       Responder 
    Tem certeza que deseja  Sim  Não
    Insira sua mensagem aqui

5 Ways AI will Revolutionize Supply Chains

  1. 1. www.globalbigdataconference.com Twitter : @bigdataconf
  2. 2. G L O B A L B I G D ATA C O N F E R E N C E 5 Ways AI is revolutionizing supply chains Moataz Rashad, Founder & CEO mr@deepvu.co @moatazr http://deepvu.co @deepvuHQ #aiSupply #aiSCM
  3. 3. Supply Chain end-to-end with an AI Layer G L O B A L B I G D ATA C O N F E R E N C E Requirements Planning Sourcing/ Procurement Manufacturing Quality Assurance Logistics & Delivery Artificial Intelligence AI is revolutionizing an area with little innovation in over 10 years
  4. 4. Financial Mgmt Supply Chain Manufacturing HR CRM Purchasing eCommerce/UX Asset Mgmt Other BI ๏Supply chain constitute 60-70% of Operating Expenses for manufactures 60–70% Supply Chain dominates OpEx $$ G L O B A L B I G D ATA C O N F E R E N C E
  5. 5. ✓Decision intelligence problems ✓ex: add a new contract manufacturer to de-risk delivery date? ✓NLP language understanding problems ✓Text understanding ✓Conversational interfaces ✓Computer Vision problems ✓Object recognition in images/video ✓Visual Quality Assurance Classes of problems ideal for AI G L O B A L B I G D ATA C O N F E R E N C E
  6. 6. more datasets from more products *higher margin lift *improved ROI Why it’s Strategic? the virtuous cycle for AI in supply chain smarter neural networks=> higher performance + faster training increased investment on AI HW+SW 5 Ways AI is revolutionizing supply chains G L O B A L B I G D ATA C O N F E R E N C E
  7. 7. • Demand forecasting accuracy impacts production & inventory planning Excess InventoryLast minute higher cost logistics • Traditional techniques unreliable & costly • Can’t predict farther out with high accuracy => Negative margin impact Waste #1 Planning: Accurate Predictions 5 Ways AI is revolutionizing supply chains G L O B A L B I G D ATA C O N F E R E N C E
  8. 8. #1 Planning: Accurate Predictions 5 Ways AI is revolutionizing supply chains • Demand forecasting & inventory planning with high accuracy • Predict farther out with higher accuracy • Continuously learning/self-tuning accurate real-time demand forecasting Ref# Custom er SKU Qty Geo PO amt PO date Delive ry date … 12345 C1 S1 1000 L1 $5M 8/27 9/3 … 12346 C1 S2 2000 L2 $9M 8/29 9/4 … 12347 C2 S1 1200 L7 $7M 9/21 9/25 … Training on Historical Demand G L O B A L B I G D ATA C O N F E R E N C E
  9. 9. #2 Materials Sourcing: Optimal Pricing 5 Ways AI is revolutionizing supply chains • BoM Optimization using predictive pricing • Mostly done manually using spreadsheets • Intelligently provide optimal BoM to save X% • Ability to constantly learn and improve vs using intuition real-time supplier price predictionDate Supplier Part Price Discount 10/1 S1 123 12000 2000 … 10/1 S1 456 54000 4000 … 10/2 S3 123 11400 300 … Training on Historical Pricing & Signals G L O B A L B I G D ATA C O N F E R E N C E
  10. 10. #3 Manufacturing Decisions: Predictive Maintenance 5 Ways AI is revolutionizing supply chains • Prevent equipment failures via predictive maintenance • Train on historical performance and IoT sensor feeds • Goals: Increase uptime; reduce production loss; minimize energy costs G L O B A L B I G D ATA C O N F E R E N C E Src: Bosch • Decisions: • Schedule maintenance at specific time T • Turn off machines M1, M17,..
  11. 11. Manila RT production data Shenzhen production data Supply chain data Sales plan & demand forecasting delivers actionable decisions to optimize production plan An AI assistant that empowers COO to make real-time risk management decisions 5 Ways AI is revolutionizing supply chains #3 Manufacturing Decisions: Production Plans + New facility?
  12. 12. 5 Ways AI is revolutionizing supply chains • Production Planning decisions • currently mostly done manually using rule-based software Training on Historical Production Plans & Revenue/Margin impact G L O B A L B I G D ATA C O N F E R E N C E #3 Manufacturing Decisions: Production Plan Ref# Cust SKU Qty geo Fac1 Fac2 Fac 3 Deliv ery Date Rev enu e Marg in 12345 C1 S1 7M L1 3M 2M 2M 2016/ 07/01 … 12346 C1 S2 10M L2 5M 3M 2M … … 12347 C2 S1 12M L7 3M 4M 5M … … Output: {{decision: F1:3.5M,F2:2.5M, F3:1M, impact: $X, delivery: mm:dd, confidence: 73%}, {decision: F1:4M, F2:3M, F3:0, impact: $Y, delivery: mm:dd, confidence: 68%}}
  13. 13. #4 Quality Assurance: Computer Vision 5 Ways AI is revolutionizing supply chains Visual Intelligence Engine analyzes raw images of parts and productsDAMAGED G L O B A L B I G D ATA C O N F E R E N C E http://hcut.to/p/xwpHmP6 Potato chip QA video
  14. 14. 5 Ways AI is revolutionizing supply chains
  15. 15. #5 Delivery & Logistics: Self-driving Vehicles 5 Ways AI is revolutionizing supply chains • Autonomous forklifts in the warehouse • Self-driving delivery trucks on public roads • overcoming regulatory and security challenges G L O B A L B I G D ATA C O N F E R E N C E
  16. 16. ✓Collect as many relevant signals across various systems ✓higher dimensionality is always better fit for DL ✓Cleanse the data ✓There’s no getting around pre-processing ✓Augment with external signals ✓Weather data ✓Import/export signals ? How to prepare for using AI solutions G L O B A L B I G D ATA C O N F E R E N C E
  17. 17. Summary: 5 Ways AI is revolutionizing supply chains #1 Demand Forecasting & Inventory Planning:Accurate Predictions #2 Materials Sourcing:Optimal Pricing #3 Manufacturing Decisions:Production Plans & Predictive maintenance #4 Quality Assurance:Computer Vision Detection #5 Delivery & Logistics:Self-driving Vehicles G L O B A L B I G D ATA C O N F E R E N C E
  18. 18. Summary: 5 Ways AI is revolutionizing supply chains • Accurate predictions have a high impact on the bottom line • Accurate demand planning reduces waste and environmentaI impact • AI decisioning increases efficiency on the production floor & optimizes energy consumption Every supply chain needs to adopt AI => Improve competitiveness Maximize margins Boost your environmental impact score #aiSupply #aiSCM G L O B A L B I G D ATA C O N F E R E N C E

×