Scale Ai Strategic Plan en
Scale Ai Strategic Plan en
Scale Ai Strategic Plan en
→ 2020
PLAN STRATÉGIQUE
Strategic
Plan
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Table of
Contents
Overview 05
The Innovation Supercluster Initiative 06
Mission 06
Executive Summary 07
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1. SCALE AI’S ECOSYSTEM
AI ecosystem
Supply chain opportunities
Sectors in focus
Geographic scope
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2. STRENGTH AND GAPS OF THE ECOSYSTEM
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3. SCALE AI’S FIVE KEY BUSINESS PRIORITIES
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4. SCALE AI’S PROGRAM STREAMS
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5. 5. SCALE AI’S TECHNOLOGY PRIORITIES
5.1 Overview
5.2 Responding to business problems
Examples of business solutions
Enabling better responsiveness to demand
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6. SCALE AI’S ESTIMATED BUDGETS
Financial overview
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7. SCALE AI’S KEY SUCCESS INDICATORS
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Overview
The purpose of this strategic plan is to articulate the objectives
and priorities of Scale AI. This entity will be a critical driving
force to accelerate the adoption and commercialization of
artificial intelligence (AI) in Canadian supply chains.
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In June 2017, the Government of Canada engaged national businesses of all sizes and other innovation actors – including
post-secondary and research institutions – to propose ambitious strategies that would develop superclusters of innovation.
The goal here is to establish and position Canada as a leader in the global innovation race. Based on collaboration, the
superclusters are building high-performing innovation ecosystems aimed at creating value for Canada’s economy and citizens.
In February 2018, Scale AI (Supply Chains and Logistics Excellence AI) was named as one of five successful business-led
innovation superclusters to receive federal funding.
Mission
Scale AI is Canada’s artificial intelligence (AI) supercluster dedicated to building the next-generation supply chain and
boosting industry performance by leveraging AI technologies.
A business-led consortium, Scale AI will drive economic growth, bolster Canada’s leadership in the global innovation race,
support the building of world-leading businesses, create highly skilled jobs, and accelerate the adoption of AI-powered
technologies.
Scale AI will contribute to the development of an innovative, competitive, diverse and inclusive Canadian economy, with a
focus on Small and Medium Enterprises (SMEs).
1. Create productivity gains across industries thanks to AI-powered supply chain optimization
2. Generate AI-powered supply chain intellectual property (IP) and new business opportunities
3. Strengthen Canadian supply chain players through innovation and AI integration in products and services
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Christian H.M. Ketels and Olga Memedovic, “From clusters to clster based economic development,” Int. J. Technological Learning, Innovation and Development, Vol. 1, No. 3, 2008 : 379
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Executive Summary
Artificial intelligence (AI) technologies are beginning to reach mainstream awareness. This has the potential to create a
profound impact on businesses and strategies.
Supply chains, like many industries, will be disrupted by digital technologies and AI. The massive amounts of supply chain
data can be used to create enormous business value.
This is critical for Canada as the Canadian supply chain provides almost 1 million jobs and contributes nearly 10% to the
GDP. Supply chain activities transform and move products and services, creating value for firms, suppliers, distributors and
consumers. Supply chains are key to growth, competition and sustainability.
As the backbone of the economy, supply chains propel all industries. In 2015, $1 trillion worth of goods were moved by
Canada’s transporters, of which $525 billion were exports according to Statistics Canada.
Now is the time: Canada, as a trading nation, must leverage its leading position in AI research to strengthen its economy and
bring its impressive research and development (R&D) achievements to the field. Canada needs the supply chain of the future,
powered by AI, to prepare for impending disruptions.
Canada’s Small and Medium Enterprises ( SMEs )– which represent 80% of total private employment – need to be supported
in bringing these advanced technologies into their operations, in collaboration with research institutes, service providers and
large corporations.
Scale AI has a unique opportunity to simultaneously bolster Canada’s leadership in AI and data science. The creation of the
supercluster will allow us to foster industrial collaboration among companies of all sizes and shape the nextgeneration of
intelligent supply chains. Headquartered in Montréal and centered in the Québec City-Waterloo corridor, the impact will be
pan-Canadian, thanks to the nation-wide network of our members.
This industry-led ecosystem gathers a wide diversity of players, both from the AI world and the supply chain industry:
→ Firms of all sizes: from multinationals and large enterprises to small firms and startups
→ Three verticals in focus: consumer and retail, industrial goods and manufacturing,
infrastructure and construction
→ Two horizontals in focus: transports, logistics and supply chains services; digital and AI
→ World-class academic research labs: IVADO and its parents: HEC, Polytechnique
and Université de Montréal; University of Waterloo; University of Toronto
and a national network of best-in-class research institutions
The future growth of the membership will continue to strengthen Scale AI by bringing in additional members, including SMEs
and experts across all industries.
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Scale AI will transform the future of Canada’s innovation ecosystem through its five key programs:
3. Small business AI scale-up: drive SME and startups scale-up and grow the world’s
best AI products and services providers by supporting a range of initiatives
including incubation, mentorship and business connection-building.
4. Current and future workforce development in AI: boost the skills and diversity
of our AI talent pool by augmenting the pipeline of future talent, reinforcing the links
between academia and the industry and upskilling the industrial workforce.
Our plan will have a deep, lasting effect on Canada’s growth and global advantage by enabling a broader adoption of AI by
businesses and upskilling our workforce. A key focus will be on fostering AI adoption in Canadian SMEs, helping improve their
competitiveness on the global stage.
Scale AI’s ambition is to kick-start a new form of collaboration and value creation model. This will be sustained in the long run
and can expand in the future to other industrial sectors and business functions.
AI and supply chains are prominent value creators. When combined, they can profoundly enhance our collective destiny.
Scale AI will seize this ground-breaking opportunity.
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1. Scale AI’s Ecosystem
AI ECOSYSTEM
There’s currently a disconnect between the business world and machine learning academia. One of the main goals of
Scale AI’s activities is to create a rich AI ecosystem, which will bridge the gap between these two entities and create the
necessary space for collaboration.
How will Scale AI achieve this? Two of the organization’s founding members are world-class organizations – IVADO and the
University of Waterloo. There’s also an agreement between several Canadian universities to facilitate research. The academic
institutions include the University of Laval, University of Toronto, Université de Montréal, HEC and Polytechnique.
In addition to this educational aspect, Scale AI also has a strong relationship with several AI incubators and accelerators
across the country. These organizations include the Creative Destruction Lab in Montréal and Toronto, Velocity (North
America’s largest free space incubator at the University of Waterloo) and the NextAI incubation program also based in
Montréal and Toronto.
To help companies integrate AI into their processes and technologies, Scale AI Members will also have the opportunity to use
labs based in Québec or Ontario such as the Vector Institute, IVADO Labs and Element AI among others to jumpstart their
business transformation.
Supply chains are the backbone of Canada’s economy, as they provide over a million jobs and contribute 10% to the
country’s GDP. Supply chain management involves anything from operational planning, sourcing, manufacturing, distribution
to delivery and services. Therefore, supply chains are critical value creators for all sectors.
For Canada to remain competitive, innovation is a necessity. Big data is driving a revolution in machine learning, operations
research and business analytics. There are also new methods that optimize the way organizations track and exchange goods
and services. These new ways include autonomous systems, robotics, blockchain and the IoT (Internet of Things) technology.
Above all, supply chains generate an enormous amount of data, and there is an opportunity to benefit from AI applications.
Artificial intelligence is on the verge of revolutionizing supply chains by generating insights in real time. This inevitably
supports decision-making and increases human productivity.
“AI, combined with advanced analytics, will enable supply chain planners to make more forward-looking, strategic decisions
and spend less time on reactive problem solving.” 2 AI-powered solutions have the potential to impact industries across
sectors.
Canada’s long-term economic growth and sustainability depends heavily on embracing supply chains that are responsive,
integrated and intelligent. In addition, supply chain management and innovation are a natural fit for collaboration between
players, which enables one of the key objectives of the supercluster’s initiative.
2
Gary Hanifan and Kris Timmerman, “New Supply Chain Jobs Are Emerging as AI Takes Hold,” Harvard Business Review, August 10, 2018,
https : //hbr.org/2018/08/new-supply-chain-jobsare-emerging-as-ai-takes-hold
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SECTORS IN FOCUS
In 2015, more than $1 trillion worth of goods were moved by Canada’s transporters, of which $525 billion were exports
according to Statistics Canada.
Scale AI will better position Canada as a trading nation by facilitating the following:
→ Forge new partnerships with best-in-class supply chain research groups worldwide
Scale AI creates the opportunity for collaboration between key players and stakeholders from both horizontal and vertical
sectors.
Primary Secondary
→
VERTICALS Consumer Industrial Transports Infrastructure
Intrahospital
Goods Good and and and
Logistics
and Retail Manufacturing Logistics Construction
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GEOGRAPHIC SCOPE
Quebec
Ottawa
Montreal
Waterloo - Québec
Waterloo
Toronto
City Corridor
Scale AI is based in Montréal, Québec and has an office in Waterloo, Ontario. The Québec City-Waterloo Corridor is an
important operating region. Most participants and collaborators are based in the technology hubs of Québec and Ontario.
The impacts will be felt across Canada by strengthening the virtual and physical infrastructure that connects businesses and
communities.
→ Contributing to the definition of the global standards for intelligent supply chain
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Scale AI represents three unique strengths that will shape the artificial intelligence landscape in this country.
→ Québec and Ontario are at the heart of North America’s supply chains.
We operate some of the most highly advanced and globally connected supply chains
in the world. An example includes the aerospace and automotive industries.
→ The region boasts Canada’s most advanced infrastructure, with world-class airports
and ports, alongside some of North America’s busiest road, rail and sea networks.
→ The region supports key industrial players in Canada, accounting for nearly 60%
of industrial GDP. Our partners include many of Canada’s leading employers.
→ The region has become a magnet for talented tech professionals from around
the world. It’s also home to the most diverse and creative communities in Canada.
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World-class research and technology excellence in AI and Information and Communications Technologies (ICT):
→ Montréal and Toronto are the epicentre of a global revolution in ‘deep learning’ that has
attracted investment funds from multinationals (Google, Facebook, Microsoft among others).
→ IVADO, the University of Waterloo, the University of Toronto and other academic
partners offer Canada’s leading research groups for data science, optimization,
operations research, IoT, autonomous systems, robotics, cybersecurity and blockchain.
A STRONG PARTNERSHIP
The Scale AI innovation ecosystem has tremendous strengths in depth. The supercluster brings together key players to build
an efficient AI-powered supply chain. Below we outline which sectors will be impacted by artificial intelligence integration.
→ Consumer goods: sector partners include brick and mortar retailers, produce
and dairy distributors, clothing producers and distributors, and e-commerce specialists.
→ Logistics: sector leaders span road, rail, air and sea transport, allied with digital
logistics service providers. For the ICT sector, partners specialize in machine
learning and AI platforms, business analytics software, and in blockchain.
→ Communications: telecom, 5G and IoT as well as partners from the wider tech sector,
including automation and robotics enterprises.
Every day, these firms – big and small – depend on supply chains. Their success depends upon streamlining and
strengthening their own supply chain, and those of their clients and customers.
Alongside other Scale AI enablers, other entities represent a spectrum of stakeholders in intelligent supply chain
management. Examples of these entities include banks, VC firms, incubators, professional associations, government agencies,
standards bodies, post-secondary research institutions and global supply chain innovation partners.
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→ Industrial value chains are increasingly global. This means a country’s supply chain
is a necessary asset to attract activity, especially higher-value add activities.
This can include research and development, engineering alongside advanced production activities.
→ Several developed and emerging economies are leading the charge on intelligent
supply chain. These countries include both Germany and South Korea.
Disruptions at the local level, such as Uber-like “disintermediation” or cutting out the middleman, emphasize the significant
shift which is happening in supply chain.
→ Canada ranks 14th in the World Bank’s Logistics index, below the U.S., Germany and UK.
LACK OF AI ADOPTION
According to a report by The Globe and Mail, “AI deployment has not yet been a “real success” for the country’s companies.
Canada ranked last out of 10 countries, with just 31 per cent of adopters of the technology claiming successful AI deployment,
compared with 59 per cent in India and 58 per cent in Germany according to the study by Forbes Insights.” 3
Technology compatibility is an issue. Supply chain applications are often created within sectors or are applicable only to a
single firm. Non-interoperable technology limits collaboration and opportunity.
Finally, we need to bridge the gap between AI development and its adoption by the industry. Leveraging this competitive
advantage can give Canadian companies an edge to provide new sources of business value.
Christopher Reynolds, “Canadian firms lagging behind in artificial intelligence adoption, report says,” The Globe and Mail, September 24, 2018
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https : //www.theglobeandmail.com/business/article-canadian-firms-lagging-behind-in-artificial-intelligence-adoption/
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“Subpar commercialization [of innovations] may be the result of various barriers preventing the efficient translation of research
into technological innovations that firms can commercialize, such as a disjuncture between academic and industry cultures
reward systems [as well as] poor academia-business linkages.” 4
Scale AI will address this gap by fostering collaboration and communication. There will also be support to develop projects
and execute a framework between different types of organizations to align on objectives. Scale AI’s strategy and structure will
rely on connecting different types of companies such as:
Therefore, Scale AI will provide a multi-axis collaboration forum to enhance joint innovation between the various player types.
Scale AI will also promote responsible usage and development of AI-related technologies.
AI will transform supply chains around the world. The Economist reported an estimated 30% of all future value to be created
by AI in the next 20 years will stem from supply chain applications.
Why?
Expert Panel on the State of Science and Technology and Industrial Research and Development in Canada,“Competing in a global innovation economy”
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Scale AI will transform Canada’s supply chains through the wide deployment of Artificial Intelligence. Next generation supply
chains will produce massive amounts of data and enable real-time decision making. This supercluster will position Canada as
a global leader in the digital integration of supply chains, and this will allow machine learning to integrate into businesses of all
sizes.
Scale AI will help design and execute high value-added collaborative projects between partners. It will enable innovators of
any size to utilize the power of their local ecosystems fully: members will be encouraged to work closely together on innovation
and R&D that will generate significant commercial opportunities and boost productivity.
The ultimate vision is a truly intelligent supply chain, adding value to all sectors of the economy through targeting five
comprehensive business priorities:
Data science and AI tools will help organizations improve performance by combining processes for analyzing highly targeted
data and real-time decision-making. Core competitive advantages will be created for companies within the supercluster:
→ End-to-end integration: this will be achieved through the merging of hardware and software
and will provide full transparency on the supply chain material and track information streams
→ Agility: the ability to anticipate and react to short term changes, model scenarios
and take agile long-term decisions
→ Customer centricity: provide alignment to the market and optimal proximity with the customer
→ Profit enablement: provide the potential to access the best fit demand at the best
possible profitability level
This opportunity unlocks tangible value for participating businesses, which includes faster revenue growth, especially for
SMEs along with increased competitiveness. Studies by Boston Consulting Group (BCG) and The World Economic Forum
(WEF) highlight the benefits from intelligent supply chains that adopting companies typically capture.
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Revenue: typical 2-5% revenue increase, 2-10 p.p. service level increase, up to 80% lost sale reduction,
up to 30% lead time reduction:
Cost and operations: typical 10-20% reduction in manufacturing, warehousing and distribution costs,
15-30% inventory reduction:
Sustainability: typical 7-15% reduction of transport volumes, 15-20% GHG emissions reduction,
15-30% brand value increase, in addition to significant complementary cost reductions (10%+)
and revenue upsides (5%+) :
→ Increased speed and responsiveness: faster supply chains enable better adaptation
of companies in response to fluctuations of the demand, customization needs from customers,
premium delivery models, etc. Customers are increasingly educated to demand premium products.
This demand is often under-served and represents a revenue growth potential.
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→ New products, business models and services: the supercluster will allow for new specialized
service enterprises to be launched and/or scaled-up to act as the vehicle by which innovation
is transferred to businesses across the various element of the intelligent supply chain
(e.g., data services, analytics, communications, IoT infrastructure, data security, and value-added services).
→ More visible: companies with advanced supply chains are more visible
to the global industrial ecosystem, e.g., their product catalogue is integrated
with more distribution channels that have real-time visibility on their stocks
Becoming increasingly integrated with global value chains (GVC) is key for Canadian firms. GVC firms are performing better on
average than others: they are more productive, pay higher wages and have more employees.
Canadian-controlled firms are transforming their way of participating in the global economy by adopting a diversified business
model, which Export Development Canada (EDC) calls “integration trade.”
Further, the supercluster’s collaboration mechanisms will encourage global members with deep penetration in the marketplace
to share opportunities and know-how with strategic partners. Multiple collaborative levers will be employed – from upstream
to downstream supply chain:
→ Round out or complement for missing capabilities in technology, business, regulation, finance
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→ Firms from the verticals in focus will benefit from more effective supply chains
to serve their clients abroad. They will do this by competing on cost, flexibility,
responsiveness, expanding their delivery offering (i.e. same-day transatlantic delivery)
and addressing untapped demand like customized products.
→ Firms from the horizontals in focus will offer higher value products and services
at lower costs.They will also broaden their reach, which will allow them to compete
for international business opportunities and offer leading-edge services globally.
→ Having better control over and improvement of security, customs, and land utilization
It will drive job creation by supporting the growth of multiple companies within the ecosystem:
→ Ancillary (supportive) jobs indirectly fueled by the ecosystem (typical multiplier of 2.5x)
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It will help policy makers and key participants in the labour management sector better understand the trend and make better
decisions to prepare the Canadian workforce to:
→ Better assess, forecast and communicate the future needs of the industry
3.6 Overview
Scale AI will create wealth for Canada via:
→ Increased tax revenues through improved company performance and jobs creation
We will ensure AI is developed and introduced inclusively. We will build an innovation ecosystem that promotes the sharing of
information, ideas, and talent with Canada’s SMEs as well as multinationals. We will create new high-value jobs – focused on
human-in-the-loop technology, operations research and analysis and data flow optimization. We will train Canadians to meet
a pressing need for digital skills. We will protect jobs throughout the economy, by providing Canadian firms with life-or-death
competitive edges in time to market, cost of delivery, supply security and sustainability.
Scale AI’s strategic priorities target the critical players of the ecosystem. By implementing them, we will provide a crucial
competitive advantage to Canada in the global economy and improve the wealth of Canadians.
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To deliver on these objectives, Scale AI will focus on five Programs Streams, which serve as the basis
of Scale AI’s programs and activities.
→ Boost revenues → Advance Canada’s → Generate new → Provide new digital → Increase business
tech leadership companies and AI skills to R&D expenditures
→ Improve market Canadians
responsiveness → Grow the world’s best → Accelerate the → Enhance Canada’s
applied AI services growth of → Design world-class position as a global
→ Drive step-change providers successful training for college hub for applied AI
in competitiveness entrepreneurs & university
and productivity → Expand business students → Create new,
of Canadian opportunities → Growth the next highvalue jobs
companies and ecosystem AI unicorns → Contribute to
partnerships reskilling of → Become a magnet
→ Help Canadian → Help monetize, Canada’s exisiting to talent &
businesses be → Export intelligent industrialize, industrial workforce investment
more resilient supply chain expertise scale-up tech
to technology solutions → Develop best-in- → Better position
changes and → Foster access to class intelligent Canada as a
supply chain large amounts of → Connect SMEs supply chain trading nation
disruptions data for superior tech with potential curriculum on high-value
development clients, investors activities
→ Foster game- → Foster diversity and
changing → Integrate SMEs in inclusion of visible → Make Canada’s
integration in local and global minorities economy more
value chains value chains sustainable
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→ Promote the diffusion of AI-powered supply chain solutions throughout the industry sectors in focus
→ Support tech and solution providers by improving and scaling their core AI offerings
→ Support the growth of SMEs and startups and help grow AI global champions
→ Develop the skills and diversity of the current and future workforce in AI
COLLABORATION DEVELOPMENT
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4. Scale AI’s Program
Streams
4.1 Adoption of AI-powered supply chain
OPPORTUNITY AND CHALLENGE
Scale AI aims to bring the ecosystem’s capabilities in AI and intelligent supply chain from the lab to the field. We want to
ensure a deeper penetration of technologies by industrial users. The supercluster will address this opportunity from the
perspectives of both the providers and the adopters.
On the adopters’ side, the integration of AI-powered solutions is a key enabler to revenue growth and productivity. But
meaningful efforts are necessary to adapt operations and manage the change.
Most organizations lack the capabilities to evaluate, build and deploy AI solutions. We want to change this by:
→ Providing expert support to identify, focus on and deliver best-fit use cases
from the library of possible applications
On the providers’ side, deeper adoption of AI technologies is a major enabler for sustainable growth and development of
business in Canada. There are several opportunities to support the diffusion of advanced solutions and technologies in the
ecosystem by supporting their adoption by industry users:
Several applications have been identified by the members as frequent observed business challenges and proven effective
areas for AI-powered solutions. This includes the following: demand forecasting, inventory optimization, automated sourcing,
automated warehousing, scheduling and predictive disruption analysis, preventive maintenance, real-time data integration and
traceability, risk management.
Participating adopting organizations, large and small, will have the opportunity to leverage the digitization of their operations
by implementing intelligent supply chain applications with the adequate guidance and access to technology from best-inclass
players, including academic expertise, from the membership.
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4.2 Commercialization of
AI-powered supply chain solutions
OPPORTUNITY AND CHALLENGE
Canada shows strength in its fundamental research as well as its entrepreneurial ambitions. However, Canadian technology
providers face increasingly high barriers to success as they move downstream the cycle: from development, application, and
industrialization, down to expansion of the product or service.
“As a small, open economy, Canada is often an attractive place for companies to conduct R&D (or to procure its products
such as patents and talented innovators). However, it is too often a less attractive place for developing and commercializing
products, and growing companies with global reach. The end result is a loss of economic benefits and opportunities for
Canada.” 5
More needs to be done for Canadian innovators, large and small, who develop new solutions and sell them as their core
business. A great deal of Canadian providers of solutions, software, high-tech equipment, etc., will benefit from enhanced
conditions to improve their commercial offering and make it more successful on the market.
Furthermore, the scale of the ecosystem and the co-funding of projects will allow decreasing innovation costs. The
investments, projects, and activities of Scale AI will help participants adapt AI and AI-powered supply chain solutions quicker
and scale them faster, improving competitiveness and productivity on a global scale.
Finally, Scale AI provides a key opportunity to engage a critical mass of players, including academic researchers, around a
shared view of the future of intelligent supply chains and generate synergies so as Canada we play above our weight – for
instance by fostering interoperability between solutions developed.
PROGRAM DEFINITION
The program’s objective is to develop and scale next-generation, AI-powered supply chain solutions. Scale AI will approve
projects to strengthen the commercial capabilities and value of innovative products and services to incent and reward early
innovators and early adopters in investing and implementing nascent solutions.
Scale AI will achieve this objective by supporting private-sector led commercialization projects involving notably:
Expert Panel on the State of Science and Technology and Industrial Research and Development in Canada, “Competing in a global innovation economy : the current state of R&D
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The commercialization program will drive innovation and create a long-term, sustainable competitive advantage for Canadian
firms by making Canada a leader in developing and applying AI-powered supply chain solutions.
High growth companies are major drivers of Canada’s long-term prosperity. They represent approximately 4% of Canadian
businesses with less than 10 employees and 40% of new jobs. These firms face distinctive challenges when expanding
globally.
We need to augment our support to these companies to accelerate growth leveraging technology and collaboration. The focus
on supply chains is a most effective lever in this regard, due to the high demand from the industry and the strong capabilities
of technology players in the Canadian ecosystem.
Through Scale AI, the project partnerships created between developers and adopters will allow the acceleration of growth of
successful entrepreneurs and startups, attract investments and make ventures more successful.
Further, specific initiatives are being put in place to provide Canadian SMEs with concrete and business-focused support on
their scale up journey:
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PROGRAM DEFINITION
The objective of the program is to provide growth and scale-up support services to smaller companies focused on AI and
intelligent supply chains products and services. The goal is to support a wide number of high-potential startups and SMEs in
accelerating their growth, and to provide a ramp for global leaders to emerge. The approach is end-to-end and will address a
range of company sizes with relevant support models.
We will accelerate the generation and early growth of new companies by augmenting the magnitude and/or geographic
footprint of incubators and accelerators, including the Creative Destruction Lab, NextAI or Velocity.
We will attract more ventures as we go and will provide connections with seed and growth investors that can bring added
value to the scale-ups.
Scale AI will provide startups and SMEs tools with access to different programs and supports, such as:
As part of this program, Scale AI will coordinate engagements between members of all sizes through a range of events and
activities in addition to individual coaching to specific SMEs. Support will also be provided by increasing the throughput of the
scale-up support organizations, e.g., add new, focused cohorts to accelerator’s plan, support footprint development in
Matching the needs of large firms and smaller firms is an essential component of this program. As an exemplary endeavour
to achieve this objective, the supercluster will work with industrial members of all sizes to identify key supply chain challenges
that could benefit from AI-powered solutions, define a clear opportunity to be addressed, help startups/SMEs adapt their
product and select the best matches. The supercluster and incubators then organize and facilitate a dedicated, small-scale
connection event to kick-start collaboration.
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A critical part of Scale AI’s mission is to develop future talent to generate and use AI technologies, while simultaneously
making the workplace more diverse. This investment will lay the foundation for a more innovative, competitive and inclusive
Canadian economy. Scale AI sees talent as a prominent lever to enable the development of the Canadian AI ecosystem and
the transformation of our industry.
Canada has strong assets in AI talent: it punches well above its weight globally on the quality and quantity of AI scientists in
machine learning, operations research, and data science.
But significant challenges remain in a global context of ever-growing demand and competition for talent. We are in short
supply across the AI value chain: from fundamental and applied research to commercialization by the technology sector and
adoption by the diverse industrial sectors.
Furthermore, advanced technologies are going to impact skills and roles in the industry – it is essential to develop the
workforce’s digital literacy to allow real use of AI-powered technologies.
Scale AI’s talent development program will address both the industrial workforce as well as the future pipeline of talents
coming out of academia. We will then bridge the connection between the two via co-ops and reverse co-ops.
PROGRAM DEFINITION
Scale AI’s strategy focuses on developing Canada’s talent at the crossroads of AI and supply chain management, in
complementary ways - investing in new programs and expanding on what works.
Potential programs would focus on the workforce across multiple industries and with various skill levels.
Upskill professionals to enable the supercluster’s projects. Increase knowledge in AI, IoT and intelligent supply chain for
members, firms and employees and act as connecting point for activities and talent between industry and academia, e.g.:
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Grow the awareness of the broader industrial workforce. Introduce a series of online and live training sessions and develop a
best-in-class curriculum addressing ICT and supply chain technicians and leaders for widespread dissemination, e.g.:
→ Train/raise awareness of supply chain practitioners through case studies, train-the-trainer programming, boot-camp
certification courses, webinars, videos, conferences, in-house or local events
→ Develop supply chain savvy ICT workers through a new two-day crash course on supply chain management led by
expert bodies collaborating with the industry
→ Provide awareness training to senior leaders from supply chain, technology, general management, and other roles, e.g.:
executive round-tables
Fuel the future growth of the talent pool. Increase the output of academic and industry-academic programs for highdemand
talents, e.g.:
Leverage diversity and increase equity. Increase the participation of the four underrepresented groups in scientific, AI and
supply chain studies as well as professional activities through academic, industry, and outreach programs, e.g.:
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Priorities have been identified to develop a thriving ecosystem by strengthening networks and relationships between the
various participating organizations, enable and deepen collaboration over time, and provide the required infrastructure to that
effect.
MEMBERSHIP GROWTH
“Without explicit strategies in place to support the development of targeted clusters, the effectiveness of cluster-based
economic development plans can be compromised.” 6
Scale AI’s membership will grow over time to attract members with the best capabilities on the market and capture the largest
volumes of value across industrial sectors.
Scale AI intends to expand its membership and create maximum impact on the ecosystem through:
Scale AI will make sure that new members are aligned with the supercluster’s mission, its collaborative framework and
are committed to developing the benefits for Canada. New members will contribute to the success and prosperity of the
ecosystem.
COLLABORATION ENGAGEMENTS
The Scale AI team will engage with members on an ongoing basis to help facilitate discovery and communication between
partners for connection-making, project development, etc.
We will establish a set of working groups dedicated to topics identified by our team and participating organizations. These
will focus on common-purpose topics and include, business (e.g.: demand forecasting in retail), technical endeavours (e.g.:
data nomenclatures simplification), ecosystem synergies development (e.g.: data curation and exchange) and large-scale
projects (e.g.: seaway digital integration). The goal is to standardize our approach and align on strategies with a number of
stakeholders.
Regular events will bring members together creating a forum for collaboration and the opportunity to discuss how to improve
the operations of the supercluster and for the team to provide updates on Scale AI’s roadmap.
JP Morgan Chase & Co, “Accelerating Cluster Growth : A Playbook for City Leaders,” June 2015
6
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Scale AI will help members better understand existing capabilities within the membership and identify opportunities for
collaboration. To that effect, we will implement a collaboration platform with two key components:
Directory of Partners
The platform will include a directory, accessible only to members, with the corporate profile of participating organizations,
relevant contact information, their capabilities and areas of expertise, as well as areas for potential collaboration (e.g.: topic of
interest, proposed project looking for specific skills, opening of a project to voluntary participants).
Resource Centre
The platform will also provide access to the key elements of Scale AI’s collaboration framework, e.g., program guidelines and
governance, project submission templates, project evaluation criteria and project agreements. It will also include a running list
of projects with their corresponding status (ongoing, finished, etc.), and post-mortem analysis. This will allow for members to
share best practices on collaboration, business and technical matters.
SCIENTIFIC COMMITTEE
Scale AI will implement a Scientific Committee comprised of world-class researchers from the industry, Canadian research
institutions and international organizations.
The purpose of the Scientific Committee is to provide Scale AI with foresight and expertise on the major scientific
opportunities and challenges of the supercluster, and to ensure it maintains global credibility.
The Scientific Committee will be closely connected to our daily operations. Its members can be referred by our existing
partners and/or Scale AI’s team and will provide input on project definition, evaluation, as well as execution on collaborative
projects.
Scale AI will aim to connect the members and its strategy with global counterparts. We will develop new partnerships with
best-in-class ecosystem players. This includes individual firms, supply chain hubs, professional associations, academic
institutions, think tanks, governments and international organizations, across the U.S., Europe and Asia.
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“In today’s global economy, many of the growth industries are IP-rich and IP-intensive. […] Worldwide IP applications have
grown nearly 70% in 10 years to more than 11 million in 2015, while overall global IP rights applications by Canadians grew by
35% from 2005 to 2014.” 7
IP, including data, is a major asset for the majority of Scale AI’s members. It is the main revenue driver for technology
companies, and for industry adopters it is a key competitive advantage. As an ecosystem developer, Scale AI’s role is to
provide members with the opportunity to generate additional value through IP while simultaneously ensuring the appropriate
safeguards are in place e.g.: IP ownership, protection, confidentiality.
→ Scale AI aims to support the generation of new IP with projects, and grow
the value of existing IP through commercial avenues and partnerships
→ Members will be encouraged to build market exclusivity through IP, allowing them
to open and protect new markets for intelligent supply chain products and services
→ Cybersecurity concerns are paramount and will be defined and evaluated during
the project development phase
Scale AI will strive to reduce IP-related barriers to effective collaboration in the industry, helping members to generate more
valuable IP.
Innovation, Science and Economic Development Canada (ISED), “Canadian Intellectual Property Office Five-Year Business Strategy 2017—2022,”, https : //www.ic.gc.ca/eic/siteci-
7
pointernet-internetopic.nsf/vwapj/StrategieAffaires-BusinessStrategy20172022-eng.pdf/$file/StrategieAffaires-BusinessStrategy20172022-eng.pdf
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To that effect, Scale AI has developed a set of operating guidelines that supports the definition and execution of effective
collaborative projects, protects the interests of the industry, and provides opportunities for the development of IP and
datasynergies between players:
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5. Scale AI’s
Technology Priorities
5.1 Overview
Scale AI will focus on supply chain challenges that have restricted growth and productivity for decades: demand planning/
forecasting, procurement, inventory management, warehouse optimization, pricing and sustainability.
These business solutions will integrate emerging technologies such as AI, blockchain, IoT, mobility, cloud, robotics and big
data. This will enable real-time holistic decision making to effectively manage uncertainty and risk. Scale AI will also support
the development of foundational building blocks of the next-generation supply chain, at the crossroads of a number of
technologies and applications.
Business
Automated in-plant logistics/warehousing
Solutions
( Selection )
Generalization & Standardization
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→ Demand responsiveness
In response to these challenges, Scale AI will adopt and scale existing supply chain solutions implemented by members to
drive immediate benefits. This will result in facilitated connections between supply chain users and supply chain / AI / digital
providers to enable accelerated adoption of existing solutions.
Scheduling / predictive
Expected gains
disruption analysis
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Demand responsiveness can unlock profitability and sustained economic advantages. Rapidly responding to changes
in demand, whether due to new market penetration or uptake in products or service, has a major impact on a businesses
revenues and costs. This requires continuously adapting to changing customer behaviours and expectations, and combined
with the accelerated advance of technology, confounds designers, demand planners, manufacturers and their supply chain
partners.
The ultimate goal is to to foresee the changes in demand and effectively adapt to either capture the growth from certain
markets or exit them.
In order to develop accelerated demand responsiveness, companies need to have tightly integrated supply chains that
leverage advanced analytics and predictive capabilities. Innovations in demand forecasting at the SKU level, inventory
optimization and the automation of reordering have made competitive threats from foreign firms all too real. Canadian
companies need to rapidly adopt these capabilities in order to compete and surpass innovative competitors from around the
world.
They will enable next-generation supply chain technologies, to specify and address a critical ecosystem-level challenge.
Important features of the building blocks include:
The building blocks will be defined by the supercluster members in cooperation with the supercluster team and be gradually
implemented over the course of the programs.
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OPERATIONS
How?
Improve visibility in demand planning and forecasting, inventory management, transportation,
warehouse and product flow optimization, pricing, sustainability etc.
PROJECT EXAMPLE
Services marketplace
Expected gains
and automated procurement
DATA
How?
Capture data with tools such as natural language interfaces or computer vision systems.
PROJECT EXAMPLE
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How?
Integrate Internet of Things (IoT), robotics, mobility and communications solutions in the supply chain.
PROJECT EXAMPLE
INFRASTRUCTURE
How?
Leverage AI, cloud, IoT, blockchain; new platforms will confirm origin/source, composition and chain of
custody as goods are produced, assembled, reconfigured and handled by multiple trusted/untrusted
parties, and ensure reliable information flow.
PROJECT EXAMPLE
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Solutions that accelerate the digitization of assets, processes and activities will allow for real-time generation of data which
will be used for integrated supply chain planning and execution.
The curation of the relevant supply chain data is a key avenue for Scale AI. There are several different technical models,
many of which maintain the ownership of the source of data and allow for differentiated access management. Anonymization
of data and privileged access management are appropriate secure proprietary advantages for supercluster members.
Such data exchange/clearing house (real-time and batch) improve supply chain responsiveness by providing authorized
access to integrated, usable data sets aggregated from multiple partners and third-party sources throughout the supply chain
network. It will enable adopters who participate in different segments of the supply chain to better collaborate and coordinate
efforts, so that the network operates in a more integrated fashion and allows service providers to improve the value of their
products and services.
Additionally, freely available and licensed training data sets will accelerate the development and testing of new AI applications.
The solutions and building blocks have a significant potential to be developed for and/or deployed in, large scale sub-clusters
that deal with a critical mass of players and can profoundly impact Canada’s economy. These include:
Thematic working groups will enable the involvement of the relevant stakeholders to prioritize and co-design projects. The
working groups will also enable Scale AI to lead an inclusive effort to drive towards more homogeneity and interoperability in
the intelligent supply chain landscape, including:
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→ SUSTAINABILITY OPPORTUNITIES
Additional opportunities will emerge around the shared economy trend, related to high-value industrial assets and commercial
real estate (warehousing, etc.) or transportation. As the value chain shifts depending on factors such as cyclicality, seasonality
and other environmental and economic value, dynamically optimized and modular supply chains will allow for the creation of
new products and services related to time-based and collaborative optimization.
Intelligent supply chain will help Canadian enterprises get to the next level of sustainable industrial transformation. Scale AI
will give Canada an opportunity to rethink and re-invent its supply chain, to become a resource-efficiency leader and gain a
competitive advantage in the global value chain:
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6. Scale AI’s
Estimated Budgets
The Government of Canada’s contribution amounts to $230 million over five years from April 1, 2018 until March 31, 2023. This
amount will at least double with industry funding (including a small portion as membership fees); an additional funding of $30
million has been granted by the Government of Québec, leading to an expected $583 million total spending until the end of
fiscal year 2022-2023.
To deliver on the objectives of the supercluster, the following preliminary allocation of the investment budget across activities
and programs is as follows:
583.3
600 $
23,6
10
20
Adoption
500 $ 77
Commercialization
Budget prévisionnel
Scale AI’s strategy is deeply incremental and involves the development of a new form of collaboration in the ecosystem.
The focus on leading-edge innovation leveraging advanced technologies such as AI is putting the ecosystem players
on a learning curve which Scale AI will help to enable and accelerate.
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The time profile of the budgeted investments reflects the ramp up of collaboration and capabilities. Scale AI is planning to
progressively increase its annual investments in the first two years, and reach full throttle in the third year (2020-2021):
$180
$60 35.2
$40
74.6 74.6
64.9
$20 48.6
1.3
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7. Scale AI’s Key
Success Indicators
Scale AI is targeting massive value creation for Canadian firms, innovation ecosystems, and citizens. To do so, it is building a
new, truly incremental collaborative network:
Scale AI targets near-term benefits as it catalyzes innovation from day one. But Scale AI involves embarking on a longer
journey that starts with implementing an effective collaboration and will bring increasingly large benefits as it grows.
Scale AI will have been successful if it achieves the following over the next few years.
By March 2020:
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By March 2023:
→ Several major commercialization success stories: a number of SMEs and larger firms have
developed industrialized leading solutions, and achieved revenue growth on global markets.
→ Next-generation supply chain build-up: several foundational building blocks of the next gen
supply chain technologies and solutions have been developed and made accessible
to the industry, e.g.: curated data exchange platforms, supply chain information standards,
technological connections to global supply chain hubs.
→ SME scale-up breakthroughs: majority of SMEs participating in the supercluster drastically accelerated
their growth profile; several startups and SMEs scaled up to over $100 million annual revenues.
By 2028:
→ Additional sectors
MEASUREMENT
Metrics will be employed to track the activity carried out by the supercluster and its members, as well as the outcomes
generated. The table below provides a high-level of the KPIs that will be used. They may be disclosed/updated/refined as the
programs grow.
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Conclusion
Supply chains are critical assets for the Canadian economy of both the present and future.
The Canadian supply chain currently provides more than 1 million jobs and makes up 10%
of our annual GDP, allowing Canada to maintain its status as a strong export nation.
In the future, an improved supply chain will help support Canadian productivity growth
efforts and improve Canadian presence on global markets, generating more than
16,000 jobs and contributing $16.5 billion of GDP by 2028.
Leveraging our country’s leading position in AI research, Scale AI will focus on helping
Canadian companies, from SMEs to large corporations, leverage AI to improve their
supply chain operations.
We will accomplish this by first creating an ecosystem that links universities, SMEs,
AI product providers and corporations. Once established, the ecosystem will continue
to grow and evolve, improving the talent pool available on the market, both in AI
technologies and supply chain activities.
By concentrating our efforts on SMEs and startups, we will be able to accelerate their
growth both within Canada and internationally. By helping companies create AI solutions
for supply chain, we will enable development efforts that will allow them to productize
their solutions to create profitable business opportunities.
Canada, as a trading nation, must seize the opportunity of AI introduction in supply chain.
As a business-led consortium, Scale AI is deeply committed to driving economic growth
and contributing to the development of an innovative, competitive, diverse and inclusive
Canadian economy.
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