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Provocativethinking, transformativeinsights,
tangibleoutcomes
AI:BUILT
TOSCALEFrom experimental toexponential
CANADA
Achievecompetitiveagility
SCALINGAI:
KEYTOSURVIVAL
ANDGROWTH
Copyright © 2019 Accenture. All rights reserved. 2
75%84% 76%
of executives believe they
risk going out of business
in 5 years if they don't
scale AI.
of executives say they
won't achieve their
growth objectives
without scaling AI.
of executives acknowledge
they know how to pilot, but
struggle to scale AI across
the business.
CA (all respondents)
83%
CA (all respondents)
82%
CA (all respondents)
89%
Evolutionary paths to growth
THE JOURNEY TO SCALE
Proof of Concept
Factory
In our experience, most companies
(80-85%) are stuck on this path.
• Analytics buried deep and not
a CEO focus
• Siloed operating model typically
IT-led
• Unable to extract value from
their data
• Struggle to scale as unrealistic
expectations on time required
• Significant under investment,
yielding low returns.
01
Strategically Scaling
Only 15-20% of companies have made
this leap.
• CEO focus with advanced analytics
and data team solving big rock
problems
• Multi-disciplinary teams of 200+
specialists championed by Chief AI,
Data or Analytics Officer
• Able to tune out data noise and
focus on essentials
• Intelligent automation and
predictive reporting
• Catch up on digital / AI / data
asset debt
• Experimental mindset achieving
scale and returns
02
Industrialized
for Growth
Very few (<5%) companies have
progressed to this point on their
AI journey.
• Digital platform mindset and
enterprise culture of AI
democratizing real-time insights to
drive business decisions
• Clear enterprise vision,
accountability, metrics, and
governance breaking
down silos
• ‘What if’ analysis enabling improved
acquisition, service and satisfaction
• Responsible business practices
enhancing brand perception and
trust
• Competitive differentiator and value
creator driving higher P/E multiples
03
PAYINGDIVIDENDS
We uncovered a positive correlation between successfully scaling AI
and three key measures of financial valuation.
+35% Enterprise value /
revenue ratio
+33% Price / earnings
(P/E) ratio
+28% Price / sales
(P/S) ratio
Copyright © 2019 Accenture. All rights reserved. 4
AI:ANINVESTMENT
PRIORITIZEDACROSS
THEC-SUITE
CA (all respondents)
Over $500 million
4%
Between $101-$500 million
4%
Between $51-$100 million
9%
Between $11-$50 million
63%
$10 million or less
21%
Reported spend on AI initiatives over the past three years (global):
5
THEGREATDIVIDE
“Strategic Scalers” see a much higher success rate and return on AI
investments compared to companies pursuing siloed proof of concepts.
Globally, the difference in return on AI investments between companies in the
Proof of Concept stage and Strategic Scalers equates to an average of US$110 million.
Self-reported return
on AI investments:
CA (all respondents)
65%
Copyright © 2019 Accenture. All rights reserved. 6
WHATSETSSTRATEGIC
SCALERSAPART?
Three critical success factors separate the Strategic Scalers
from companies in the Proof of Concept stage. These companies:
01
Drive “intentional” AI. To successfully scale, companies need
structure and governance in place. Strategic Scalers have both.
02
Tune out data noise. Strategic Scalers recognize the importance of
business-critical data and are more adept at structuring and managing data.
03
Treat AI as a team sport. Strategic Scalers leverage multi-disciplinary teams
throughout the organization—with clear sponsorship from the top ensuring
alignment with the C-suite vision.
Copyright © 2019 Accenture. All rights reserved. 7
BENEFITSEXTEND
ACROSSTHEBUSINESS
Strategic Scalers are more likely to achieve a wide range of benefits.
8
STRATEGICSCALERS
DRIVE“INTENTIONAL”AI
They have a clear strategy and operating model for AI in place
that is aligned and integrated with the overall C-suite objectives.
In place for the majority of Artificial Intelligence scaling projects:
Proof of Concept
Strategic Scalers
CA (all respondents)
48%
CA (all respondents)
51%
CA (all respondents)
63%
Copyright © 2019 Accenture. All rights reserved. 9
STRATEGICSCALERS
TUNEOUTDATANOISE
They recognize the importance of managing
data and have a solid data foundation in place.
Proof of Concept
Strategic Scalers
CA (all respondents)
65%
CA (all respondents)
56%
CA (all respondents)
47%
CA (all respondents)
51%
Copyright © 2019 Accenture. All rights reserved. 1
0
STRATEGICSCALERS
TREATAIASATEAMSPORT
Strategic Scalers are 1.5X-2X more likely to establish dedicated
multi-disciplinary teams, training, experience and clear accountability.
70%
Formal
training:
78%
Fully understand
how AI applies
to role:
65%
Understand &
implement
responsible AI:
92%
of Strategic
Scalers leverage
multi-disciplinary
teams
CA (all respondents)
88%
CA (all respondents)
75%
CA (all respondents)
82%
CA (all respondents)
66%
Copyright © 2019 Accenture. All rights reserved. 11
Focus on the ‘I’ in ROI
The C-suite views AI
investment as the cost of
doing business. They earmark
budget for AI recognizing its
criticality for future growth
and spend without the need
to prove ROI in advance to
justify the investment.
Adopt a digital platform
mindset to scale
The two main objectives of
platforms are acceleration and
extended value. Publishing
data on a platform once for
products to consume through
APIs and microservices is more
cost effective. It also drives scale
by breaking down silos and
democratizing data and insights
enabling greater collaboration
and innovation across the
enterprise and broader
ecosystem of partners.
Build trust through
Responsible AI
Responsible AI entails creating a
framework that ensures the
ethical, transparent and
accountable use of technologies in
a manner consistent with user
expectations, organizational
values and societal laws and
norms. Responsible AI can guard
against the use of biased data or
algorithms, ensure that automated
decisions are justified and
explainable, and help maintain
user trust and individual privacy.
REALIZINGTHEPOTENTIAL
Industrializing for growth is a dynamic destination
It’s not just about SPEED
It’s about moving deliberately,
in the right direction.
It’s not just about MORE DATA
It’s about investing in your data,
deliberately yet pragmatically,
to drive the right insights.
It’s not just about MONEY
It’s about aligning your investments
to the right places with the intention
of driving large-scale change.
It’s not just about a SINGLE LEADER
It’s about building multi-disciplinary teams that
bring the right capabilities.
SCALINGTONEWHEIGHTS
There are reams of information on the “what” of AI. But scaling new
heights of competitiveness with AI requires understanding the “how.”
And at times eschewing conventional wisdom that continues to emerge as AI evolves:
CALLTOACTION
02
Share the PoV with your teams:
AI: Built to scale – From experimental to exponential
03
Amplify the content on social media directly to your personal network :
LinkedIn Elevate to amplify
04
Share the PoV with your clients:
Customize the ready-to-send email
01
Read the news release and feature story in FORTUNE:
News release. Feature story.
15Copyright © 2019 Accenture. All rights reserved.Copyright © 2019 Accenture. All rights reserved. 15
APPENDIX
ABOUTTHE
RESEARCH
Our research involved 1,500 C-suite
executives from companies with a minimum
revenue of US$1 billion in 12 countries around
the world across 16 industries, with the aim to
uncover the success factors for scaling AI.
Our research, and that of our partners in our
ecosystem, employs ethical and responsible
research methods. Respondents reveal their
identities voluntarily, we anonymize all data
from companies in our data set, and report
results in aggregate. We commit to not using
the data collected to personally identify the
respondents and/or contact therespondents.
Roles
Chief AI Officer (93)
Chief Data and/or Analytics Officer (113)
Chief Digital Officer (136)
Chief Financial Officer (231)
Chief Information Officer (441)
Chief Innovation Officer (114)
Chief Operating Officer (215)
Chief Strategy Officer (59)
VP/SVP of AI/ Data/Analytics (98)
16industries
Banking + Capital Markets (100)
Chemicals (100)
Communications (100)
Consumer Goods & Services (100)
Energy (Oil & Gas) (100)
Healthcare (Payers) (100)
High Tech (100)
Industrial Equipment (100)
Insurance (100)
Life Sciences
(Pharma & Biotech) (100)
Metals and Mining (100)
Retail (100)
Software & Platforms (100)
Travel & Transport
(Hotels & Passenger) (100)
Utilities (100)
12Countries
Brazil (115)
Canada (113)
China (139)
France (105)
Germany (116)
India (126)
Italy (113)
Japan (117)
Singapore (101)
Spain (106)
United Kingdom (116)
United States (233)
Revenue (n=1,500)

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Maximizing Enterprise AI Investments | Accenture

  • 2. SCALINGAI: KEYTOSURVIVAL ANDGROWTH Copyright © 2019 Accenture. All rights reserved. 2 75%84% 76% of executives believe they risk going out of business in 5 years if they don't scale AI. of executives say they won't achieve their growth objectives without scaling AI. of executives acknowledge they know how to pilot, but struggle to scale AI across the business. CA (all respondents) 83% CA (all respondents) 82% CA (all respondents) 89%
  • 3. Evolutionary paths to growth THE JOURNEY TO SCALE Proof of Concept Factory In our experience, most companies (80-85%) are stuck on this path. • Analytics buried deep and not a CEO focus • Siloed operating model typically IT-led • Unable to extract value from their data • Struggle to scale as unrealistic expectations on time required • Significant under investment, yielding low returns. 01 Strategically Scaling Only 15-20% of companies have made this leap. • CEO focus with advanced analytics and data team solving big rock problems • Multi-disciplinary teams of 200+ specialists championed by Chief AI, Data or Analytics Officer • Able to tune out data noise and focus on essentials • Intelligent automation and predictive reporting • Catch up on digital / AI / data asset debt • Experimental mindset achieving scale and returns 02 Industrialized for Growth Very few (<5%) companies have progressed to this point on their AI journey. • Digital platform mindset and enterprise culture of AI democratizing real-time insights to drive business decisions • Clear enterprise vision, accountability, metrics, and governance breaking down silos • ‘What if’ analysis enabling improved acquisition, service and satisfaction • Responsible business practices enhancing brand perception and trust • Competitive differentiator and value creator driving higher P/E multiples 03
  • 4. PAYINGDIVIDENDS We uncovered a positive correlation between successfully scaling AI and three key measures of financial valuation. +35% Enterprise value / revenue ratio +33% Price / earnings (P/E) ratio +28% Price / sales (P/S) ratio Copyright © 2019 Accenture. All rights reserved. 4
  • 5. AI:ANINVESTMENT PRIORITIZEDACROSS THEC-SUITE CA (all respondents) Over $500 million 4% Between $101-$500 million 4% Between $51-$100 million 9% Between $11-$50 million 63% $10 million or less 21% Reported spend on AI initiatives over the past three years (global): 5
  • 6. THEGREATDIVIDE “Strategic Scalers” see a much higher success rate and return on AI investments compared to companies pursuing siloed proof of concepts. Globally, the difference in return on AI investments between companies in the Proof of Concept stage and Strategic Scalers equates to an average of US$110 million. Self-reported return on AI investments: CA (all respondents) 65% Copyright © 2019 Accenture. All rights reserved. 6
  • 7. WHATSETSSTRATEGIC SCALERSAPART? Three critical success factors separate the Strategic Scalers from companies in the Proof of Concept stage. These companies: 01 Drive “intentional” AI. To successfully scale, companies need structure and governance in place. Strategic Scalers have both. 02 Tune out data noise. Strategic Scalers recognize the importance of business-critical data and are more adept at structuring and managing data. 03 Treat AI as a team sport. Strategic Scalers leverage multi-disciplinary teams throughout the organization—with clear sponsorship from the top ensuring alignment with the C-suite vision. Copyright © 2019 Accenture. All rights reserved. 7
  • 8. BENEFITSEXTEND ACROSSTHEBUSINESS Strategic Scalers are more likely to achieve a wide range of benefits. 8
  • 9. STRATEGICSCALERS DRIVE“INTENTIONAL”AI They have a clear strategy and operating model for AI in place that is aligned and integrated with the overall C-suite objectives. In place for the majority of Artificial Intelligence scaling projects: Proof of Concept Strategic Scalers CA (all respondents) 48% CA (all respondents) 51% CA (all respondents) 63% Copyright © 2019 Accenture. All rights reserved. 9
  • 10. STRATEGICSCALERS TUNEOUTDATANOISE They recognize the importance of managing data and have a solid data foundation in place. Proof of Concept Strategic Scalers CA (all respondents) 65% CA (all respondents) 56% CA (all respondents) 47% CA (all respondents) 51% Copyright © 2019 Accenture. All rights reserved. 1 0
  • 11. STRATEGICSCALERS TREATAIASATEAMSPORT Strategic Scalers are 1.5X-2X more likely to establish dedicated multi-disciplinary teams, training, experience and clear accountability. 70% Formal training: 78% Fully understand how AI applies to role: 65% Understand & implement responsible AI: 92% of Strategic Scalers leverage multi-disciplinary teams CA (all respondents) 88% CA (all respondents) 75% CA (all respondents) 82% CA (all respondents) 66% Copyright © 2019 Accenture. All rights reserved. 11
  • 12. Focus on the ‘I’ in ROI The C-suite views AI investment as the cost of doing business. They earmark budget for AI recognizing its criticality for future growth and spend without the need to prove ROI in advance to justify the investment. Adopt a digital platform mindset to scale The two main objectives of platforms are acceleration and extended value. Publishing data on a platform once for products to consume through APIs and microservices is more cost effective. It also drives scale by breaking down silos and democratizing data and insights enabling greater collaboration and innovation across the enterprise and broader ecosystem of partners. Build trust through Responsible AI Responsible AI entails creating a framework that ensures the ethical, transparent and accountable use of technologies in a manner consistent with user expectations, organizational values and societal laws and norms. Responsible AI can guard against the use of biased data or algorithms, ensure that automated decisions are justified and explainable, and help maintain user trust and individual privacy. REALIZINGTHEPOTENTIAL Industrializing for growth is a dynamic destination
  • 13. It’s not just about SPEED It’s about moving deliberately, in the right direction. It’s not just about MORE DATA It’s about investing in your data, deliberately yet pragmatically, to drive the right insights. It’s not just about MONEY It’s about aligning your investments to the right places with the intention of driving large-scale change. It’s not just about a SINGLE LEADER It’s about building multi-disciplinary teams that bring the right capabilities. SCALINGTONEWHEIGHTS There are reams of information on the “what” of AI. But scaling new heights of competitiveness with AI requires understanding the “how.” And at times eschewing conventional wisdom that continues to emerge as AI evolves:
  • 14. CALLTOACTION 02 Share the PoV with your teams: AI: Built to scale – From experimental to exponential 03 Amplify the content on social media directly to your personal network : LinkedIn Elevate to amplify 04 Share the PoV with your clients: Customize the ready-to-send email 01 Read the news release and feature story in FORTUNE: News release. Feature story.
  • 15. 15Copyright © 2019 Accenture. All rights reserved.Copyright © 2019 Accenture. All rights reserved. 15 APPENDIX
  • 16. ABOUTTHE RESEARCH Our research involved 1,500 C-suite executives from companies with a minimum revenue of US$1 billion in 12 countries around the world across 16 industries, with the aim to uncover the success factors for scaling AI. Our research, and that of our partners in our ecosystem, employs ethical and responsible research methods. Respondents reveal their identities voluntarily, we anonymize all data from companies in our data set, and report results in aggregate. We commit to not using the data collected to personally identify the respondents and/or contact therespondents. Roles Chief AI Officer (93) Chief Data and/or Analytics Officer (113) Chief Digital Officer (136) Chief Financial Officer (231) Chief Information Officer (441) Chief Innovation Officer (114) Chief Operating Officer (215) Chief Strategy Officer (59) VP/SVP of AI/ Data/Analytics (98) 16industries Banking + Capital Markets (100) Chemicals (100) Communications (100) Consumer Goods & Services (100) Energy (Oil & Gas) (100) Healthcare (Payers) (100) High Tech (100) Industrial Equipment (100) Insurance (100) Life Sciences (Pharma & Biotech) (100) Metals and Mining (100) Retail (100) Software & Platforms (100) Travel & Transport (Hotels & Passenger) (100) Utilities (100) 12Countries Brazil (115) Canada (113) China (139) France (105) Germany (116) India (126) Italy (113) Japan (117) Singapore (101) Spain (106) United Kingdom (116) United States (233) Revenue (n=1,500)
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