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LogiCloud
AI Driven Digital Supply Chains
APURVA MANKAD, Founder & CEO
apurva@logicloud.in | +91 93242 42802
www.logicloud.in
Agenda
• Logistics: The new data gold mine
• LogiCloud Platform: AI Powered
Digital Platform
• AI and ML: Revolutionizing decision
making
Logistics: The New Data
Gold Mine
Logistics: A very large industry- but fragmented
250+
USD Billion
Industry Turnover
13%
Of India’s GDP as
logistics spend
1mn+
Transporters
serving industry
Very important to solve
issues as direct impact on
economy
Very large industry ripe of
digital intervention- 90%
unorganized sector
Large number of participants,
unless digitized- no benefit can
accrue to shippers
Life-changing Events for Indian Logistics
November 8, 2016
Demonetization
• Forced digitization
for ecosystem
July 1, 2017
GST Rollout
• Removal of physical
barriers
February 1, 2018
E-way bill
• End to end
transaction visibility
Android Go
• Android Go for next
500 mn SmartPhone
users
Reliance Jio
• Unlimited data at 4G
speeds for 300 mn
users
Microsoft Azure
• AI and ML powered
cloud services on the
go
Pantaloons
Suppliers to
Factory/ DC
Distribution to
Stores/ Dealers
POD
Information
Multiple Logistics partners, delivery locations, suppliers
ZERO VISIBILITY
But, all data is in unconnected silos
E-way Bill
Hero Cycle
Aditya Birla
Fashion
ITC
LogiCloud: AI Powered Digital
Platform for Logistics
E-way Bill: Generate e-
way bill and get e-way
bill of suppliers
Mobile App for
Stakeholders
LogiCloud AI Powered Platform
LogiCloud Solution: AI Powered Digital Platform
Tracking: Real time
data from 25+ LSPs
GSTN
PantaloonsHero Cycle
Aditya Birla
Fashion
FTL: GPS and IoT data
from vehicles
Track ANY shipment ACROSS logistics partners
Tracking result from multiple partners in SINGLE WINDOW
Control Tower to
Manage Operations
Geo-located Analysis
Tracking Solution
Store Geo-fence to get real time delivery alert
POD Management
POD Management using LogiCloud
Machine Learning for Delivery
Prediction
Problem Statement
Predict delay in
delivery for any
movement
“learning” from past
transactions
01
Predict extent of
delay, compare
between logistics
providers
02
Prescribe optimum
logistics provider for
a given movement
and defined service
level
03
ML deployment in LogiCloud
Actual Logistics
Movement Data
Prediction API
New Order DataPredicted Result
Linear/ Logistics
Regression
Model
Machine Learning
Algorithm
Azure ML Deployment Steps
Deploy Azure ML
Suite
Deploy Multiple
Models
Train Models
using past data
Score Models to
check accuracy
Select Model and
Create Web
Service
Predict outcome
for new
transactions
Record
prediction for
each transactions
Compare with
actual result
Fine tune model
for continuous
learning
LogiCloud Machine Learning Model
Model 1: Logistic Regression
Model 2: Boosted Decision Tree
Score Model
Scored Dataset
Evaluation Results
Azure ML Web Services to deploy model
Prediction at Transaction Level
Customer Cases
CHALLENGE
Madura is leading apparel manufacturer
selling top brands such as Van Heusen,
Arrow through 5000 multi-brand
operators. Any delay in consignment
means loss of sales and brand value.
Ensuring accountability of multiple
logistics partners managing over 30,000
shipments a month was a major issue.
o Single point of tracking across logistics
partners
o Anytime visibility of proof of delivery
o Alerts for delays in delivery
o Service level scorecard of logistics
partners
o Improved customer service through
better traceability
BENEFITS
Madura deployed LogiCloud Multi LSP
Tracker to connect to all logistics partners
and get a single point of visibility. LogiCloud
is able to highlight any delays in delivery
analyzing tracking data. LogiCloud also
stores proof of delivery of all shipments for
easy reference.
Ensuring timely delivery for 5000
plus multi-brand operators
“Madura can now confidently reply to queries of our
customers about any shipment. Online proof of
delivery ensures any dispute is quickly settled”
Rajshekhar Kolkur
Head-Distribution
SOLUTION
Democratizing logistics technology
w w w . l o g i c l o u d . i n
CHALLENGE
Shoppers Stop ships over 60,000 shipments
across India extending its brand. But
controlling delivery experience across
multiple logistics partners was a challenge.
Also, Shoppers Stop wanted to automate
complete process from order to LSP
selection to tracking.
o Single point of tracking across logistics
partners
o Alerts for delays in delivery
o Service level scorecard of logistics
partners
o Integration with Order systems to
automate complete process
BENEFITS
Shoppes Stop deployed LogiCloud Multi
LSP Tracker to connect to all logistics
partners and get a single point of visibility.
LogiCloud is able to highlight any delays in
delivery analyzing tracking data. LogiCloud
also automates partner selection based on
a logistics scorecard to ensure best services.
LogiCloud has helped Shoppers
Stop execute Omnichannel delivery
solutions.
“Quality shipment delivery is a key to success of any omnichannel
strategy. LogiCloud helps Shoppers Stop automate end to end
process from order to LSP selection to delivery. ”
Sachin Oswal
Omnichannel Head
SOLUTION
Democratizing logistics technology
w w w . l o g i c l o u d . i n
About Us
About us: Leader in Logistics Solutions
2004
Year of
establishment
100+
Customers across
EIGHT countries
85+
Logistics domain
experts and
technology team
Solid track record with
leading MNC and Indian
companies as customers
Strong track record of
delivering solution across
technology waves
A professional team with deep
domain knowledge and
technology expertise
Marquee Customers
Track Record
A-114, Sundervilla, S. V. Road,
Near Vijay Sales, Santacruz (W),
Mumbai – 400054
ECFY Consulting Pvt. Ltd.
107, Trade Tower, Sec-21,
Gurgaon- 122001
Headquarters NCR Office
www.logicloud.in
business@logicloud.in
linkedin.com/company/logicloud
twitter.com/logicloud9
facebook.com/logicloud9
+91 22-2851 0018
Mumbai
Contact details

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Quick guide to use Machine Learning in logistics

  • 1. LogiCloud AI Driven Digital Supply Chains APURVA MANKAD, Founder & CEO apurva@logicloud.in | +91 93242 42802 www.logicloud.in
  • 2. Agenda • Logistics: The new data gold mine • LogiCloud Platform: AI Powered Digital Platform • AI and ML: Revolutionizing decision making
  • 3. Logistics: The New Data Gold Mine
  • 4. Logistics: A very large industry- but fragmented 250+ USD Billion Industry Turnover 13% Of India’s GDP as logistics spend 1mn+ Transporters serving industry Very important to solve issues as direct impact on economy Very large industry ripe of digital intervention- 90% unorganized sector Large number of participants, unless digitized- no benefit can accrue to shippers
  • 5. Life-changing Events for Indian Logistics November 8, 2016 Demonetization • Forced digitization for ecosystem July 1, 2017 GST Rollout • Removal of physical barriers February 1, 2018 E-way bill • End to end transaction visibility Android Go • Android Go for next 500 mn SmartPhone users Reliance Jio • Unlimited data at 4G speeds for 300 mn users Microsoft Azure • AI and ML powered cloud services on the go
  • 6. Pantaloons Suppliers to Factory/ DC Distribution to Stores/ Dealers POD Information Multiple Logistics partners, delivery locations, suppliers ZERO VISIBILITY But, all data is in unconnected silos E-way Bill Hero Cycle Aditya Birla Fashion ITC
  • 7. LogiCloud: AI Powered Digital Platform for Logistics
  • 8. E-way Bill: Generate e- way bill and get e-way bill of suppliers Mobile App for Stakeholders LogiCloud AI Powered Platform LogiCloud Solution: AI Powered Digital Platform Tracking: Real time data from 25+ LSPs GSTN PantaloonsHero Cycle Aditya Birla Fashion FTL: GPS and IoT data from vehicles
  • 9. Track ANY shipment ACROSS logistics partners
  • 10. Tracking result from multiple partners in SINGLE WINDOW
  • 14. Store Geo-fence to get real time delivery alert
  • 16. POD Management using LogiCloud
  • 17. Machine Learning for Delivery Prediction
  • 18. Problem Statement Predict delay in delivery for any movement “learning” from past transactions 01 Predict extent of delay, compare between logistics providers 02 Prescribe optimum logistics provider for a given movement and defined service level 03
  • 19. ML deployment in LogiCloud Actual Logistics Movement Data Prediction API New Order DataPredicted Result Linear/ Logistics Regression Model Machine Learning Algorithm
  • 20. Azure ML Deployment Steps Deploy Azure ML Suite Deploy Multiple Models Train Models using past data Score Models to check accuracy Select Model and Create Web Service Predict outcome for new transactions Record prediction for each transactions Compare with actual result Fine tune model for continuous learning
  • 22. Model 1: Logistic Regression
  • 23. Model 2: Boosted Decision Tree
  • 27. Azure ML Web Services to deploy model
  • 30. CHALLENGE Madura is leading apparel manufacturer selling top brands such as Van Heusen, Arrow through 5000 multi-brand operators. Any delay in consignment means loss of sales and brand value. Ensuring accountability of multiple logistics partners managing over 30,000 shipments a month was a major issue. o Single point of tracking across logistics partners o Anytime visibility of proof of delivery o Alerts for delays in delivery o Service level scorecard of logistics partners o Improved customer service through better traceability BENEFITS Madura deployed LogiCloud Multi LSP Tracker to connect to all logistics partners and get a single point of visibility. LogiCloud is able to highlight any delays in delivery analyzing tracking data. LogiCloud also stores proof of delivery of all shipments for easy reference. Ensuring timely delivery for 5000 plus multi-brand operators “Madura can now confidently reply to queries of our customers about any shipment. Online proof of delivery ensures any dispute is quickly settled” Rajshekhar Kolkur Head-Distribution SOLUTION Democratizing logistics technology w w w . l o g i c l o u d . i n
  • 31. CHALLENGE Shoppers Stop ships over 60,000 shipments across India extending its brand. But controlling delivery experience across multiple logistics partners was a challenge. Also, Shoppers Stop wanted to automate complete process from order to LSP selection to tracking. o Single point of tracking across logistics partners o Alerts for delays in delivery o Service level scorecard of logistics partners o Integration with Order systems to automate complete process BENEFITS Shoppes Stop deployed LogiCloud Multi LSP Tracker to connect to all logistics partners and get a single point of visibility. LogiCloud is able to highlight any delays in delivery analyzing tracking data. LogiCloud also automates partner selection based on a logistics scorecard to ensure best services. LogiCloud has helped Shoppers Stop execute Omnichannel delivery solutions. “Quality shipment delivery is a key to success of any omnichannel strategy. LogiCloud helps Shoppers Stop automate end to end process from order to LSP selection to delivery. ” Sachin Oswal Omnichannel Head SOLUTION Democratizing logistics technology w w w . l o g i c l o u d . i n
  • 33. About us: Leader in Logistics Solutions 2004 Year of establishment 100+ Customers across EIGHT countries 85+ Logistics domain experts and technology team Solid track record with leading MNC and Indian companies as customers Strong track record of delivering solution across technology waves A professional team with deep domain knowledge and technology expertise
  • 36. A-114, Sundervilla, S. V. Road, Near Vijay Sales, Santacruz (W), Mumbai – 400054 ECFY Consulting Pvt. Ltd. 107, Trade Tower, Sec-21, Gurgaon- 122001 Headquarters NCR Office www.logicloud.in business@logicloud.in linkedin.com/company/logicloud twitter.com/logicloud9 facebook.com/logicloud9 +91 22-2851 0018 Mumbai Contact details