SlideShare ist ein Scribd-Unternehmen logo
1 von 8
Downloaden Sie, um offline zu lesen
Meet George Jetson – Your New Chief Procurement Officer
Transcript of a discussion on how rapid advances in artificial intelligence and machine learning
are poised to reshape procurement.
Listen to the podcast. Find it on iTunes. Get the mobile app. Sponsor: SAP Ariba
Dana Gardner: Hi, this is Dana Gardner, Principal Analyst at Interarbor Solutions, and you're
listening to BriefingsDirect.
Our next technology innovation thought leadership discussion explores how rapid advances in
artificial intelligence (AI) and machine learning are poised to reshape
procurement -- like a fast-forwarding to a once fanciful vision of the future.
Whereas George Jetson of the 1960s cartoon portrayed a world of household
robots, flying cars, and pushbutton corporate jobs -- the 2017 procurement
landscape has its own impressive landscape of decision bots, automated
processes, and data-driven insights.
We won’t need to wait long for this vision of futuristic business to arrive. As
we enter 2017, applied intelligence derived from entirely new data analysis benefits has redefined
productivity and provided business leaders with unprecedented tools for managing procurement,
supply chains, and continuity risks.
To learn more about the future of predictive -- and even proactive procurement technologies --
please join me in welcoming back Chris Haydon, Chief Strategy Officer at SAP Ariba. Good to
have you with us, Chris.
Chris Haydon: Great to be here again.
Gardner: It seems like only yesterday that we were content to gain a common view of the
customer or develop an end-to-end bead on a single business process. These were our goals in
refining business in general, but today we've leapfrogged to a future
where we're using words like “predictive” and “proactive” to define
what business function should do and be about. Chris, what's altered our
reality to account for this rapid advancement from visibility into
predictive and on to proactive?
Haydon: There are a couple of things. The acceleration of the smarts, the intelligence, or the
artificial intelligence, whatever the terminology that you identify with, has really exploded on us.
It’s a lot more real, and you see these use cases on television all the time. The business world is
just looking to go in and adopt that.
1
Gardner
And then there’s this notion of the Lego block of being able to string multiple processes together
via an API is really exciting -- that coupled with the ability to have insight. The last piece, the
ability to make sense of big data, either from a visualization perspective or from a machine-
learning perspective, has accelerated.
These trends are starting to come together in the business-to-business (B2B) world, and today,
we're seeing them manifest themselves in procurement.
Gardner: That's an interesting question. What is it about procurement as a function that’s
especially ripe and adept for taking advantage of these technologies?
Transaction intense
Haydon: Procurement is obviously very transaction intense. Historically, what transaction
intensity means is people, processing, exceptions. When we talk about these trends now, the
ability to componentize services, the ability to look at big data or machine
learning, and the input on top of this contextualizes intelligence cognitive
predictive by its very nature, a bigger data set, and historically inefficient
human-based process. That’s why procurement is starting to be at the forefront.
Gardner: Procurement itself has changed from the days of when we were
highly vertically integrated as corporations. We had long lead times on product
cycles and we were doing fulfillment. Nowadays, it’s all about agility and
compressing the time across the board. So, procurement has elevated its position
to that of a point pole position in an entire business capacity rather than a
functional position. Anything more to add?
Haydon: Everyone needs to be closer to the customer, and you need live business. So,
procurement is live now. This change in dynamic, speed, and responsiveness is closer to your
point. It’s also these other dimensions of the consumer experience that now has to be the
business-to-business experience. All that means same-day shipping, real-time visibility, and
changing dynamically. That's what we have to deliver.
Gardner: If we go back to our George Jetson reference, what is it about this year, 2017? Do you
think it's an important inception point when it comes to factoring things like the rising role of
procurement, the rising role of analytics, and the fact that the Internet of Things (IoT) is going to
bring more relevant data to bear? Why now? What's the big inception point do you think that
makes it so relevant now?
Haydon: There are a couple of things. The procurement function is becoming more mature.
They have extracted those first and second levels of savings from sourcing and the like. And they
have control of their processes.
2
Haydon
With cloud-based technologies and more of control of their processes, they're looking now to
how they're going to serve their internal customers and how they'll serve their internal customers
by being value generators and risk reducers.
How do you forward the business, how do you de-risk, how do you get supply continuity, how
do you protect your brand? You do that by having better insight, real-time insight into your
supply base, and that’s what’s driving this investment.
Gardner: We've been talking about Ariba being a 20-year-old company. Congratulations on your
anniversary of 20 years.
Haydon: Thank you.
AI and bots
Gardner: You're also, of course, part of SAP. Not only have you been focused on procurement
for 20 years, but you've got a large global player with lots of other technologies and platform of
benefits to avail yourselves of. So, that brings me to the point of AI and bots.
It seems to me that right at the time when procurement needs help, when procurement is more
important than ever, that we're also in a position technically to start doing some innovative things
that get us into those words "predictive" and more "intelligent."
Set the stage a little bit for how these things come together, and what we might expect to see as
part and parcel within applications and services that we would generally classify as intelligent.
Haydon: You allude to being part of SAP, and that's really a great strength and advantage for a
domain-focused procurement expertise company.
The machine-learning capabilities that are part of a native SAP HANA platform, which we
naturally adopt and get access to, put us on the forefront of not having to invest in that part of the
platform, but to focus on how we take that platform and put it into the context of procurement.
There are a couple of pretty obvious areas. There's no doubt that when you’ve got the largest
B2B network, billions in spend, and hundreds and millions of transactions on invoicing, you
apply some machine learning on that. We can start doing a lot smarter matching an exception
management on that, pretty straightforward. That's at one end of the chain.
On the other end of the chain, we have bots. Some people get a little bit wired about the word
“bot,” “robotics,” or whatever, maybe it's a digital assistant or it's a smart app. But, it's this
notion of helping with decisions, helping with real-time decisions, whether it's identifying a new
source of supply because there's a problem, and the problem is identified because you’ve got a
live network. It's saying that you have a risk or you have a continuity problem, and not just that
it's happening, but here's an alternative, here are other sources of a qualified supply.
3
Gardner: So, it strikes me that 2017 is such a pivotal year in business. This is the year where
we're going to start to really define what machines do well, and what people do well, and not to
confuse them. What is it about an end-to-end process in procurement that the machine can do
better that we can then elevate the value in the decision-making process of the people?
Haydon: Machines can do better in just identifying patterns -- clusters, if you want to use a more
technical word. They transform category management and enables procurement to be at the front
of their internal customer set by looking not just at their traditional total cost of ownership
(TCO), but total value and use. That's a part of that real dynamic change.
What we call end to end, or even what SAP Ariba defined in a very loose way when we talked
about upstream, it was about outsourcing and contracting, and downstream was about
procurement, purchasing, and invoicing. That's gone, Dana. It's not about upstream and
downstream, it's about end-to-end process, and re-imagining and reinventing that.
The role of people
Gardner: When we give more power to a procurement professional by having highly elevated
and intelligent tools, their role within the organization advances and the amount of improvement
they can make financially advances. But I wonder where there's risk if we automate too much
and whether companies might be thinking that they still want people in charge of these decisions.
Where do we start perhaps experimenting with how much automation to bring, now that we
know how capable these machines have been, or is this going to be a period of exploration for
the next few years?
Haydon: It will be a period of exploration, just because businesses have different risk tolerances
and there are actually different parts of their life cycle. If you're in a hyper growth mode and
you're pretty profitable, that's a little bit different than if you're under a very big margin pressure.
For example, maybe if you're in high tech in the Valley, and some big names that we could all
talk about are, you're prepared to be able to go at it, and let it all come.
If you're in a natural-resource environment, every dollar is even more precious than it was a year
ago.
That’s also the beauty, though, with technology. If you want to do it for this category, this
supplier, this business unit, or this division you can do that a lot easier than ever before and so
you go on a journey; you don’t necessarily have to go to big bank.
Gardner: That’s an important point that people might not appreciate, that there's a tolerance for
your appetite for automation, intelligence, using machine learning, and AI. They might even
change, given the context of the certain procurement activity you're doing within the same
4
company. Maybe you could help people who are a little bit leery of this, thinking that they're
losing control. It sounds to me like they're actually gaining more control.
Haydon: They gain more control, because they can do more and see more. To me, it’s layered.
Does the first bot automatically requisition something -- yes or no? So, you put tolerances on it.
I'm okay to do it if it is less than $50,000, $5,000, or whatever the limit is, and it's very simple. If
the event is less than $5,000 and it’s within one percent of the last time I did it, go and do it. But
tell me that you are going to do it or let’s have a cooling-off period.
If you don't tell me or if you don’t stop me, I'm going to do it, and that’s the little bit of this
predictive as well. So you still control the gate, you just don’t have to be involved in all the sub-
processes and all that stuff to get to the gate. That’s interesting.
Gardner: What’s interesting to me as well, Chris, is because the data is such a core element of
how successful this is, it means that companies in a procurement intelligence drive will want
more data, so they can make better decisions. Suppliers who want to be competitive in that
environment will naturally be incentivized to provide more data, more quickly, with more
openness. Tell us some of the implications for intelligence brought to procurement on the
supplier? What we should expect suppliers to do differently as a result?
Notion of content
Haydon: There's no doubt that, at a couple of levels, suppliers will need to let the buyers know
even more about themselves than they have ever known before.
That goes to the notion of content. It’s like there is unique content to be discovered, which is
whom am I, what do I do well and demonstrate that I do well. That’s being discovered. Then,
there is the notion of being able to transact. What do I need to be able to do to transact with you
efficiently whether that's a payment, a bank account, or just the way in which I can consume
this?
Then, there is also this last notion of the content. What content do I need to be able to provide to
my customer, aka the end user, for them to be able to initiate the business with them?
These three dimensions of being discovered, how to be dynamically transacted with, and then
actually providing the content of what you do even as a material of service to the end user via the
channel. You have to have all of these dimensions right.
That’s why we fundamentally believe that a network-based approach, when it's end to end,
meaning a supplier can do it once to all of the customers across the discovery channel, across the
transactional channel, across the content channel is really value adding. In a digital economy,
that's the only way to do it.
5
Gardner: So this idea of the business network, which is a virtual repository for all of this
information isn't just quantity, but it's really about the quality of the relationship. We hear about
different business networks vying for attention. It seems to me that understanding that quality
aspect is something you shouldn't lose track of.
Haydon: It’s the quality. It’s also the context of the business process. If you don't have the
context of the business process between a buyer and a seller and what they are trying to affect
through the network, how does it add value? The leading-practice networks, and we're a leading-
practice network, are thinking about discovery. We're thinking about content; we're thinking
about transactions.
Gardner: Again, going back to the George Jetson view of the future, for organizations that want
to see the return on their energy and devotion to these concepts around AI, bots, and intelligence.
What sort of low-hanging fruit do we look for, for assuring them that they are on the right path?
I'm going to answer my own question, but I want you to illustrate it a bit better, and that’s risk
and compliance and being able to adjust to unforeseen circumstances seems to me an immediate
payoff for doing this.
Severance of pleadings
Haydon: The United Kingdom is enacting a law before the end of the year for severance of
pleadings. It’s the law, and you have to comply. The real question is how you comply.
You eye your brand, you eye your supply chain, and having the supply-chain profile information
at hand right now is top of mind. If you're a CPO and you walk into the CEO’s office, the CEO
could ask, "Can you tell me that I don’t have any forced labor, I don’t have any denied parties,
and I'm Office of Foreign Assets Control (OFAC) compliant? Can you tell me that now?"
You might be able to do it for your top 50 suppliers or top 100 suppliers, and that’s great, but
unfortunately, a small, $2,000 supplier who uses some forced labor in any part of the world is
potentially a problem in this extended supply chain. We've seen brands boycotted very quickly.
These things roll.
So yes, I think that’s just right at the forefront. Then, it's applying intelligence to that to give that
risk threshold and to think about where those challenges are. It's being smart and saying, "Here is
a high risk category. Look at this category first and all the suppliers in the category. We're not
saying that the suppliers are bad, but you better have a double or triple look at that, because
you're at high risk just because of the nature of the category."
Gardner: Technically, what should organizations be thinking about in terms of what they have
in place in order for their systems and processes to take advantage of these business network
intelligence values? If I'm intrigued by this concept, if I see the benefits in reducing risk and
additional efficiency, what might I be thinking about in terms of my own architecture, my own
technologies in order to be in the best position to take advantage of this?
6
Haydon: You have to question how much of that you think you can build yourself. If you think
you're asking different questions than most of your competitors, you're probably not. I'm sure
there are specific categories and specific areas on tight supplier relationships and co-innovation
development, but when it comes to the core risk questions, more often, they're about an industry,
a geography, or the intersection of both.
Our recommendation to corporates is look, look, and never try and build it yourself. You might
need to have some degree of privacy, but look to have it as more industry based. Think larger
than yourself in trying to solve that problem differently. Those cloud deployment models really
help you.
Gardner: So it really is less of a technical preparatory thought process than process being a
digital organization, availing yourself of cloud models, being ready to think about acting
intelligently and finding that right demarcation between what the machines do best and what the
people do best.
More visible
Haydon: By making things digital they are actually more visible. You have to be able to
balance the pure nature of visibility to get at the product; that's the first step. That’s why people
are on a digital journey.
Gardner: Machines can’t help you with a paper-based process, right?
Haydon: Not as much. You have to scan it and throw it in. Then, you are then digitizing it.
Gardner: We heard about Guided Buying last year from SAP Ariba. It sounds like we're going
to be getting a sort of "Guided Buying Plus" next year and we should keep an eye on that.
Haydon: We're very excited. We announced that earlier this year. We're trying to solve two
problems quickly through Guided Buying.
One is the nature of the ad-hoc user. We're all ad-hoc users in the business today. I need to buy
things, but I don’t want to read the policy, I don’t want to open the PDF on some corporate portal
on some threshold limit that, quite honestly, I really need to know about once or twice a year.
So our Guided Buying has a beautiful consumer-based look and feel, but with embedded
compliance. We hide the complexity. We just show the user what they need to know at the time,
and the flow is very powerful.
Gardner: Well, it certainly sounds like an area where intelligence would have a very marked
improvement, and we'll look for some interesting news there as well.
7
I'm afraid we'll have to leave it there. You've been listening to a BriefingsDirect thought
leadership podcast discussion on how rapid advances in AI and machine learning are poised to
reshape procurement.
We've heard how, as we enter 2017, applied intelligence, derived from entirely new data analysis,
benefits redefines productivity. Lastly, we've been presented with SAP Ariba’s view on where we
can take business intelligence aspects into more types of process and more refinement of the
procurement function.
With that, please join me in thanking our guest, Chris Haydon, Chief Strategy Officer at SAP
Ariba. Thank you, sir.
Haydon: Thank you.
Gardner: And a big thank you as well to our audience for joining this SAP Ariba-sponsored
business innovation thought leadership discussion. I'm Dana Gardner, Principal Analyst at
Interarbor Solutions, your host and moderator. Thanks again for listening, and do come back next
time.
Listen to the podcast. Find it on iTunes. Get the mobile app. Sponsor: SAP Ariba
Transcript of a discussion on how rapid advances in artificial intelligence and machine learning
are poised to reshape procurement. Copyright Interarbor Solutions, LLC, 2005-2016. All rights
reserved.
You may also be interested in:
• Seven Secrets to Highly Effective Procurement: How Technology, Data, and Business
Networks Fuel innovation and Transformation
• Business in the Cloud: How Efficient Networks Help the Smallest Companies Do Brisk
Business
• A Hit with Consumers, Digital Payments Now Catching On Across the Business World
Too
• How new technology trends disrupt the very nature of business
• SAP Ariba Chief Strategy Officer on the Digitization of Business and the Future of
Technology
• How New Technology Trends Disrupt the Very Nature of Business
• Procurement in 2016 -- The Supply Chain Goes Global
• Is 2016 the Year that Accounts Payable Becomes Strategic?
• Winning the B2B Commerce Game: What Sales Organizations Should Do Differently
• Can Great Design Really Impact Global Commerce?
• Ariba’s digital handshake helps Caesars up the ante on supply chain diversity
• Detecting and Eradicating Slavery and Other Labor Risks Across Global Supply Chains
through Business Networks
• Ariba elevates business user experience with improved mobile apps and interfaces
8

Weitere ähnliche Inhalte

Was ist angesagt?

Winning the B2B Commerce Game: What Leading Sales Organizations Do Differentl...
Winning the B2B Commerce Game: What Leading Sales Organizations Do Differentl...Winning the B2B Commerce Game: What Leading Sales Organizations Do Differentl...
Winning the B2B Commerce Game: What Leading Sales Organizations Do Differentl...Dana Gardner
 
Building a Modern Marketing Organization in a Multi-Channel World
Building a Modern Marketing Organization in a Multi-Channel WorldBuilding a Modern Marketing Organization in a Multi-Channel World
Building a Modern Marketing Organization in a Multi-Channel WorldDana Gardner
 
IT Support Gains Automation and Intelligence to Bring Self-Service to Both Le...
IT Support Gains Automation and Intelligence to Bring Self-Service to Both Le...IT Support Gains Automation and Intelligence to Bring Self-Service to Both Le...
IT Support Gains Automation and Intelligence to Bring Self-Service to Both Le...Dana Gardner
 
Redcentric Uses Advanced Configuration Database to Bring into Focus Massive M...
Redcentric Uses Advanced Configuration Database to Bring into Focus Massive M...Redcentric Uses Advanced Configuration Database to Bring into Focus Massive M...
Redcentric Uses Advanced Configuration Database to Bring into Focus Massive M...Dana Gardner
 
ITIL-ITSM Tagteam Boosts Mexican ISP INFOTEC's Service Desk and Monitoring Op...
ITIL-ITSM Tagteam Boosts Mexican ISP INFOTEC's Service Desk and Monitoring Op...ITIL-ITSM Tagteam Boosts Mexican ISP INFOTEC's Service Desk and Monitoring Op...
ITIL-ITSM Tagteam Boosts Mexican ISP INFOTEC's Service Desk and Monitoring Op...Dana Gardner
 
Spirent Leverages Big Data to Keep User Experience Quality a Winning Factor f...
Spirent Leverages Big Data to Keep User Experience Quality a Winning Factor f...Spirent Leverages Big Data to Keep User Experience Quality a Winning Factor f...
Spirent Leverages Big Data to Keep User Experience Quality a Winning Factor f...Dana Gardner
 
Need for Fast Analytics Across All Kinds of Healthcare Data Spurs Converged S...
Need for Fast Analytics Across All Kinds of Healthcare Data Spurs Converged S...Need for Fast Analytics Across All Kinds of Healthcare Data Spurs Converged S...
Need for Fast Analytics Across All Kinds of Healthcare Data Spurs Converged S...Dana Gardner
 
Using a Big Data Solution Helps Conservation International Identify and Proac...
Using a Big Data Solution Helps Conservation International Identify and Proac...Using a Big Data Solution Helps Conservation International Identify and Proac...
Using a Big Data Solution Helps Conservation International Identify and Proac...Dana Gardner
 
How New Technology Trends Will Disrupt the Very Nature of Business
How New Technology Trends Will Disrupt the Very Nature of Business How New Technology Trends Will Disrupt the Very Nature of Business
How New Technology Trends Will Disrupt the Very Nature of Business Dana Gardner
 
With Large Workforce in the Field, Source Refrigeration Selects an Agile Plat...
With Large Workforce in the Field, Source Refrigeration Selects an Agile Plat...With Large Workforce in the Field, Source Refrigeration Selects an Agile Plat...
With Large Workforce in the Field, Source Refrigeration Selects an Agile Plat...Dana Gardner
 
How HPE Pointnext Tech Care Changes the Game for Delivering Enhanced IT Solut...
How HPE Pointnext Tech Care Changes the Game for Delivering Enhanced IT Solut...How HPE Pointnext Tech Care Changes the Game for Delivering Enhanced IT Solut...
How HPE Pointnext Tech Care Changes the Game for Delivering Enhanced IT Solut...Dana Gardner
 
Using Testing as a Service, Globe Testing Helping Startups Make Leap to Cloud...
Using Testing as a Service, Globe Testing Helping Startups Make Leap to Cloud...Using Testing as a Service, Globe Testing Helping Startups Make Leap to Cloud...
Using Testing as a Service, Globe Testing Helping Startups Make Leap to Cloud...Dana Gardner
 
Intralinks Uses Hybrid Computing to Blaze a Compliance Trail Across the Regul...
Intralinks Uses Hybrid Computing to Blaze a Compliance Trail Across the Regul...Intralinks Uses Hybrid Computing to Blaze a Compliance Trail Across the Regul...
Intralinks Uses Hybrid Computing to Blaze a Compliance Trail Across the Regul...Dana Gardner
 
The UNIX Evolution: An Innovative History reaches a 20-Year Milestone
The UNIX Evolution: An Innovative History reaches a 20-Year MilestoneThe UNIX Evolution: An Innovative History reaches a 20-Year Milestone
The UNIX Evolution: An Innovative History reaches a 20-Year MilestoneDana Gardner
 
How a Hackathon Approach Juices Innovation on Big Data Applications for Thoms...
How a Hackathon Approach Juices Innovation on Big Data Applications for Thoms...How a Hackathon Approach Juices Innovation on Big Data Applications for Thoms...
How a Hackathon Approach Juices Innovation on Big Data Applications for Thoms...Dana Gardner
 
Beyond Look and Feel--The New Role That User Experience Plays in Business App...
Beyond Look and Feel--The New Role That User Experience Plays in Business App...Beyond Look and Feel--The New Role That User Experience Plays in Business App...
Beyond Look and Feel--The New Role That User Experience Plays in Business App...Dana Gardner
 
How Analytics as a Service Changes the Game and Expands the Market for Big Da...
How Analytics as a Service Changes the Game and Expands the Market for Big Da...How Analytics as a Service Changes the Game and Expands the Market for Big Da...
How Analytics as a Service Changes the Game and Expands the Market for Big Da...Dana Gardner
 
How Digital Transformation Navigates Disruption to Chart A Better Course to t...
How Digital Transformation Navigates Disruption to Chart A Better Course to t...How Digital Transformation Navigates Disruption to Chart A Better Course to t...
How Digital Transformation Navigates Disruption to Chart A Better Course to t...Dana Gardner
 
Procurement in 2025: The Future Looks Bright
Procurement in 2025: The Future Looks Bright Procurement in 2025: The Future Looks Bright
Procurement in 2025: The Future Looks Bright Dana Gardner
 
Cloud Security Crosses the Chasm, How IT Now Goes to the Cloud for Better Sec...
Cloud Security Crosses the Chasm, How IT Now Goes to the Cloud for Better Sec...Cloud Security Crosses the Chasm, How IT Now Goes to the Cloud for Better Sec...
Cloud Security Crosses the Chasm, How IT Now Goes to the Cloud for Better Sec...Dana Gardner
 

Was ist angesagt? (20)

Winning the B2B Commerce Game: What Leading Sales Organizations Do Differentl...
Winning the B2B Commerce Game: What Leading Sales Organizations Do Differentl...Winning the B2B Commerce Game: What Leading Sales Organizations Do Differentl...
Winning the B2B Commerce Game: What Leading Sales Organizations Do Differentl...
 
Building a Modern Marketing Organization in a Multi-Channel World
Building a Modern Marketing Organization in a Multi-Channel WorldBuilding a Modern Marketing Organization in a Multi-Channel World
Building a Modern Marketing Organization in a Multi-Channel World
 
IT Support Gains Automation and Intelligence to Bring Self-Service to Both Le...
IT Support Gains Automation and Intelligence to Bring Self-Service to Both Le...IT Support Gains Automation and Intelligence to Bring Self-Service to Both Le...
IT Support Gains Automation and Intelligence to Bring Self-Service to Both Le...
 
Redcentric Uses Advanced Configuration Database to Bring into Focus Massive M...
Redcentric Uses Advanced Configuration Database to Bring into Focus Massive M...Redcentric Uses Advanced Configuration Database to Bring into Focus Massive M...
Redcentric Uses Advanced Configuration Database to Bring into Focus Massive M...
 
ITIL-ITSM Tagteam Boosts Mexican ISP INFOTEC's Service Desk and Monitoring Op...
ITIL-ITSM Tagteam Boosts Mexican ISP INFOTEC's Service Desk and Monitoring Op...ITIL-ITSM Tagteam Boosts Mexican ISP INFOTEC's Service Desk and Monitoring Op...
ITIL-ITSM Tagteam Boosts Mexican ISP INFOTEC's Service Desk and Monitoring Op...
 
Spirent Leverages Big Data to Keep User Experience Quality a Winning Factor f...
Spirent Leverages Big Data to Keep User Experience Quality a Winning Factor f...Spirent Leverages Big Data to Keep User Experience Quality a Winning Factor f...
Spirent Leverages Big Data to Keep User Experience Quality a Winning Factor f...
 
Need for Fast Analytics Across All Kinds of Healthcare Data Spurs Converged S...
Need for Fast Analytics Across All Kinds of Healthcare Data Spurs Converged S...Need for Fast Analytics Across All Kinds of Healthcare Data Spurs Converged S...
Need for Fast Analytics Across All Kinds of Healthcare Data Spurs Converged S...
 
Using a Big Data Solution Helps Conservation International Identify and Proac...
Using a Big Data Solution Helps Conservation International Identify and Proac...Using a Big Data Solution Helps Conservation International Identify and Proac...
Using a Big Data Solution Helps Conservation International Identify and Proac...
 
How New Technology Trends Will Disrupt the Very Nature of Business
How New Technology Trends Will Disrupt the Very Nature of Business How New Technology Trends Will Disrupt the Very Nature of Business
How New Technology Trends Will Disrupt the Very Nature of Business
 
With Large Workforce in the Field, Source Refrigeration Selects an Agile Plat...
With Large Workforce in the Field, Source Refrigeration Selects an Agile Plat...With Large Workforce in the Field, Source Refrigeration Selects an Agile Plat...
With Large Workforce in the Field, Source Refrigeration Selects an Agile Plat...
 
How HPE Pointnext Tech Care Changes the Game for Delivering Enhanced IT Solut...
How HPE Pointnext Tech Care Changes the Game for Delivering Enhanced IT Solut...How HPE Pointnext Tech Care Changes the Game for Delivering Enhanced IT Solut...
How HPE Pointnext Tech Care Changes the Game for Delivering Enhanced IT Solut...
 
Using Testing as a Service, Globe Testing Helping Startups Make Leap to Cloud...
Using Testing as a Service, Globe Testing Helping Startups Make Leap to Cloud...Using Testing as a Service, Globe Testing Helping Startups Make Leap to Cloud...
Using Testing as a Service, Globe Testing Helping Startups Make Leap to Cloud...
 
Intralinks Uses Hybrid Computing to Blaze a Compliance Trail Across the Regul...
Intralinks Uses Hybrid Computing to Blaze a Compliance Trail Across the Regul...Intralinks Uses Hybrid Computing to Blaze a Compliance Trail Across the Regul...
Intralinks Uses Hybrid Computing to Blaze a Compliance Trail Across the Regul...
 
The UNIX Evolution: An Innovative History reaches a 20-Year Milestone
The UNIX Evolution: An Innovative History reaches a 20-Year MilestoneThe UNIX Evolution: An Innovative History reaches a 20-Year Milestone
The UNIX Evolution: An Innovative History reaches a 20-Year Milestone
 
How a Hackathon Approach Juices Innovation on Big Data Applications for Thoms...
How a Hackathon Approach Juices Innovation on Big Data Applications for Thoms...How a Hackathon Approach Juices Innovation on Big Data Applications for Thoms...
How a Hackathon Approach Juices Innovation on Big Data Applications for Thoms...
 
Beyond Look and Feel--The New Role That User Experience Plays in Business App...
Beyond Look and Feel--The New Role That User Experience Plays in Business App...Beyond Look and Feel--The New Role That User Experience Plays in Business App...
Beyond Look and Feel--The New Role That User Experience Plays in Business App...
 
How Analytics as a Service Changes the Game and Expands the Market for Big Da...
How Analytics as a Service Changes the Game and Expands the Market for Big Da...How Analytics as a Service Changes the Game and Expands the Market for Big Da...
How Analytics as a Service Changes the Game and Expands the Market for Big Da...
 
How Digital Transformation Navigates Disruption to Chart A Better Course to t...
How Digital Transformation Navigates Disruption to Chart A Better Course to t...How Digital Transformation Navigates Disruption to Chart A Better Course to t...
How Digital Transformation Navigates Disruption to Chart A Better Course to t...
 
Procurement in 2025: The Future Looks Bright
Procurement in 2025: The Future Looks Bright Procurement in 2025: The Future Looks Bright
Procurement in 2025: The Future Looks Bright
 
Cloud Security Crosses the Chasm, How IT Now Goes to the Cloud for Better Sec...
Cloud Security Crosses the Chasm, How IT Now Goes to the Cloud for Better Sec...Cloud Security Crosses the Chasm, How IT Now Goes to the Cloud for Better Sec...
Cloud Security Crosses the Chasm, How IT Now Goes to the Cloud for Better Sec...
 

Andere mochten auch

How Data-Driven Continuous Intelligence Benefits Aid the Development and Mana...
How Data-Driven Continuous Intelligence Benefits Aid the Development and Mana...How Data-Driven Continuous Intelligence Benefits Aid the Development and Mana...
How Data-Driven Continuous Intelligence Benefits Aid the Development and Mana...Dana Gardner
 
How Veikkaus Digitally Transforms as it Emerges as the New Combined Finnish N...
How Veikkaus Digitally Transforms as it Emerges as the New Combined Finnish N...How Veikkaus Digitally Transforms as it Emerges as the New Combined Finnish N...
How Veikkaus Digitally Transforms as it Emerges as the New Combined Finnish N...Dana Gardner
 
Infrastructure as Destiny — How Purdue Builds a Support Fabric for Big Data E...
Infrastructure as Destiny — How Purdue Builds a Support Fabric for Big Data E...Infrastructure as Destiny — How Purdue Builds a Support Fabric for Big Data E...
Infrastructure as Destiny — How Purdue Builds a Support Fabric for Big Data E...Dana Gardner
 
Expert Panel Explores Heightened Role of Security for Cloud and Mobile Apps D...
Expert Panel Explores Heightened Role of Security for Cloud and Mobile Apps D...Expert Panel Explores Heightened Role of Security for Cloud and Mobile Apps D...
Expert Panel Explores Heightened Role of Security for Cloud and Mobile Apps D...Dana Gardner
 
Loyalty Management Innovator AIMIA's Transformation Journey to Modernized and...
Loyalty Management Innovator AIMIA's Transformation Journey to Modernized and...Loyalty Management Innovator AIMIA's Transformation Journey to Modernized and...
Loyalty Management Innovator AIMIA's Transformation Journey to Modernized and...Dana Gardner
 
How IT Innovators Turned Digital Disruption into a Business Productivity Mult...
How IT Innovators Turned Digital Disruption into a Business Productivity Mult...How IT Innovators Turned Digital Disruption into a Business Productivity Mult...
How IT Innovators Turned Digital Disruption into a Business Productivity Mult...Dana Gardner
 
How Enterprises Can Gain Data Privacy, and Build their Bottom Lines, By Compl...
How Enterprises Can Gain Data Privacy, and Build their Bottom Lines, By Compl...How Enterprises Can Gain Data Privacy, and Build their Bottom Lines, By Compl...
How Enterprises Can Gain Data Privacy, and Build their Bottom Lines, By Compl...Dana Gardner
 
How HudsonAlpha Innovates on IT for Research-Driven Education, Genomic Medici...
How HudsonAlpha Innovates on IT for Research-Driven Education, Genomic Medici...How HudsonAlpha Innovates on IT for Research-Driven Education, Genomic Medici...
How HudsonAlpha Innovates on IT for Research-Driven Education, Genomic Medici...Dana Gardner
 
How Cutting Edge Storage Provides a Competitive Footing for Music Service Pro...
How Cutting Edge Storage Provides a Competitive Footing for Music Service Pro...How Cutting Edge Storage Provides a Competitive Footing for Music Service Pro...
How Cutting Edge Storage Provides a Competitive Footing for Music Service Pro...Dana Gardner
 
Playtika Bets on Big Data Analytics to Deliver Captivating Social Gaming Expe...
Playtika Bets on Big Data Analytics to Deliver Captivating Social Gaming Expe...Playtika Bets on Big Data Analytics to Deliver Captivating Social Gaming Expe...
Playtika Bets on Big Data Analytics to Deliver Captivating Social Gaming Expe...Dana Gardner
 
Democratizing Advanced Analytics Propels Instant Analysis Results to the Ubiq...
Democratizing Advanced Analytics Propels Instant Analysis Results to the Ubiq...Democratizing Advanced Analytics Propels Instant Analysis Results to the Ubiq...
Democratizing Advanced Analytics Propels Instant Analysis Results to the Ubiq...Dana Gardner
 
How Allegiant Air Solved Their PCI Problem and Got a Whole Lot Better Securit...
How Allegiant Air Solved Their PCI Problem and Got a Whole Lot Better Securit...How Allegiant Air Solved Their PCI Problem and Got a Whole Lot Better Securit...
How Allegiant Air Solved Their PCI Problem and Got a Whole Lot Better Securit...Dana Gardner
 
How Governments Gain Economic Benefits from Inter-Public-Cloud Interoperabili...
How Governments Gain Economic Benefits from Inter-Public-Cloud Interoperabili...How Governments Gain Economic Benefits from Inter-Public-Cloud Interoperabili...
How Governments Gain Economic Benefits from Inter-Public-Cloud Interoperabili...Dana Gardner
 
Programação carnaval de olinda 2017
Programação carnaval de olinda 2017Programação carnaval de olinda 2017
Programação carnaval de olinda 2017f t
 

Andere mochten auch (18)

How Data-Driven Continuous Intelligence Benefits Aid the Development and Mana...
How Data-Driven Continuous Intelligence Benefits Aid the Development and Mana...How Data-Driven Continuous Intelligence Benefits Aid the Development and Mana...
How Data-Driven Continuous Intelligence Benefits Aid the Development and Mana...
 
How Veikkaus Digitally Transforms as it Emerges as the New Combined Finnish N...
How Veikkaus Digitally Transforms as it Emerges as the New Combined Finnish N...How Veikkaus Digitally Transforms as it Emerges as the New Combined Finnish N...
How Veikkaus Digitally Transforms as it Emerges as the New Combined Finnish N...
 
Infrastructure as Destiny — How Purdue Builds a Support Fabric for Big Data E...
Infrastructure as Destiny — How Purdue Builds a Support Fabric for Big Data E...Infrastructure as Destiny — How Purdue Builds a Support Fabric for Big Data E...
Infrastructure as Destiny — How Purdue Builds a Support Fabric for Big Data E...
 
Expert Panel Explores Heightened Role of Security for Cloud and Mobile Apps D...
Expert Panel Explores Heightened Role of Security for Cloud and Mobile Apps D...Expert Panel Explores Heightened Role of Security for Cloud and Mobile Apps D...
Expert Panel Explores Heightened Role of Security for Cloud and Mobile Apps D...
 
Loyalty Management Innovator AIMIA's Transformation Journey to Modernized and...
Loyalty Management Innovator AIMIA's Transformation Journey to Modernized and...Loyalty Management Innovator AIMIA's Transformation Journey to Modernized and...
Loyalty Management Innovator AIMIA's Transformation Journey to Modernized and...
 
How IT Innovators Turned Digital Disruption into a Business Productivity Mult...
How IT Innovators Turned Digital Disruption into a Business Productivity Mult...How IT Innovators Turned Digital Disruption into a Business Productivity Mult...
How IT Innovators Turned Digital Disruption into a Business Productivity Mult...
 
How Enterprises Can Gain Data Privacy, and Build their Bottom Lines, By Compl...
How Enterprises Can Gain Data Privacy, and Build their Bottom Lines, By Compl...How Enterprises Can Gain Data Privacy, and Build their Bottom Lines, By Compl...
How Enterprises Can Gain Data Privacy, and Build their Bottom Lines, By Compl...
 
Practica 1 shirley
Practica 1 shirleyPractica 1 shirley
Practica 1 shirley
 
How HudsonAlpha Innovates on IT for Research-Driven Education, Genomic Medici...
How HudsonAlpha Innovates on IT for Research-Driven Education, Genomic Medici...How HudsonAlpha Innovates on IT for Research-Driven Education, Genomic Medici...
How HudsonAlpha Innovates on IT for Research-Driven Education, Genomic Medici...
 
How Cutting Edge Storage Provides a Competitive Footing for Music Service Pro...
How Cutting Edge Storage Provides a Competitive Footing for Music Service Pro...How Cutting Edge Storage Provides a Competitive Footing for Music Service Pro...
How Cutting Edge Storage Provides a Competitive Footing for Music Service Pro...
 
Playtika Bets on Big Data Analytics to Deliver Captivating Social Gaming Expe...
Playtika Bets on Big Data Analytics to Deliver Captivating Social Gaming Expe...Playtika Bets on Big Data Analytics to Deliver Captivating Social Gaming Expe...
Playtika Bets on Big Data Analytics to Deliver Captivating Social Gaming Expe...
 
Democratizing Advanced Analytics Propels Instant Analysis Results to the Ubiq...
Democratizing Advanced Analytics Propels Instant Analysis Results to the Ubiq...Democratizing Advanced Analytics Propels Instant Analysis Results to the Ubiq...
Democratizing Advanced Analytics Propels Instant Analysis Results to the Ubiq...
 
La buena pregunta y el libro
La buena pregunta y el libroLa buena pregunta y el libro
La buena pregunta y el libro
 
How Allegiant Air Solved Their PCI Problem and Got a Whole Lot Better Securit...
How Allegiant Air Solved Their PCI Problem and Got a Whole Lot Better Securit...How Allegiant Air Solved Their PCI Problem and Got a Whole Lot Better Securit...
How Allegiant Air Solved Their PCI Problem and Got a Whole Lot Better Securit...
 
How Governments Gain Economic Benefits from Inter-Public-Cloud Interoperabili...
How Governments Gain Economic Benefits from Inter-Public-Cloud Interoperabili...How Governments Gain Economic Benefits from Inter-Public-Cloud Interoperabili...
How Governments Gain Economic Benefits from Inter-Public-Cloud Interoperabili...
 
17630683
1763068317630683
17630683
 
La buena pregunta y el libro
La buena pregunta y el libroLa buena pregunta y el libro
La buena pregunta y el libro
 
Programação carnaval de olinda 2017
Programação carnaval de olinda 2017Programação carnaval de olinda 2017
Programação carnaval de olinda 2017
 

Ähnlich wie AI and Machine Learning to Reshape Procurement

Closing the Digital Transformation Gap
Closing the Digital Transformation GapClosing the Digital Transformation Gap
Closing the Digital Transformation GapDana Gardner
 
Future of Business — How Innovation Drives Advantage and Results
Future of Business — How Innovation Drives Advantage and ResultsFuture of Business — How Innovation Drives Advantage and Results
Future of Business — How Innovation Drives Advantage and ResultsDana Gardner
 
Cloud Services Help SHI Redefine the Buyer-Seller Dynamic for Huge Efficiency...
Cloud Services Help SHI Redefine the Buyer-Seller Dynamic for Huge Efficiency...Cloud Services Help SHI Redefine the Buyer-Seller Dynamic for Huge Efficiency...
Cloud Services Help SHI Redefine the Buyer-Seller Dynamic for Huge Efficiency...Dana Gardner
 
CPO Expert Joanna Martinez Extolls the Virtues of Redesigning Procurement for...
CPO Expert Joanna Martinez Extolls the Virtues of Redesigning Procurement for...CPO Expert Joanna Martinez Extolls the Virtues of Redesigning Procurement for...
CPO Expert Joanna Martinez Extolls the Virtues of Redesigning Procurement for...Dana Gardner
 
SAP Ariba’s President Barry Padgett On Building the Intelligent Enterprise
SAP Ariba’s President Barry Padgett On Building the Intelligent EnterpriseSAP Ariba’s President Barry Padgett On Building the Intelligent Enterprise
SAP Ariba’s President Barry Padgett On Building the Intelligent EnterpriseDana Gardner
 
Procurement in 2016—The Supply Chain Goes Digital
Procurement in 2016—The Supply Chain Goes DigitalProcurement in 2016—The Supply Chain Goes Digital
Procurement in 2016—The Supply Chain Goes DigitalDana Gardner
 
HP Vertica Provides adMarketplace with Big Data Warehousing Solution
HP Vertica Provides adMarketplace with Big Data Warehousing SolutionHP Vertica Provides adMarketplace with Big Data Warehousing Solution
HP Vertica Provides adMarketplace with Big Data Warehousing SolutionDana Gardner
 
Panel Discussion: How Cloud Computing Changes the Landscape for Procurement a...
Panel Discussion: How Cloud Computing Changes the Landscape for Procurement a...Panel Discussion: How Cloud Computing Changes the Landscape for Procurement a...
Panel Discussion: How Cloud Computing Changes the Landscape for Procurement a...Dana Gardner
 
Building the Intelligent Enterprise with Strategic Procurement and Analytics
Building the Intelligent Enterprise with Strategic Procurement and Analytics Building the Intelligent Enterprise with Strategic Procurement and Analytics
Building the Intelligent Enterprise with Strategic Procurement and Analytics Dana Gardner
 
Ariba's Product Roadmap for 2015 Points to Improved Business Cloud Services
Ariba's Product Roadmap for 2015 Points to Improved Business Cloud ServicesAriba's Product Roadmap for 2015 Points to Improved Business Cloud Services
Ariba's Product Roadmap for 2015 Points to Improved Business Cloud ServicesDana Gardner
 
ChainLink Analyst on How Cloud-Enabled Supply Chain Networks Drive Companies ...
ChainLink Analyst on How Cloud-Enabled Supply Chain Networks Drive Companies ...ChainLink Analyst on How Cloud-Enabled Supply Chain Networks Drive Companies ...
ChainLink Analyst on How Cloud-Enabled Supply Chain Networks Drive Companies ...Dana Gardner
 
How Enterprises Like McKesson Digitize Procurement and Automate Spend Managem...
How Enterprises Like McKesson Digitize Procurement and Automate Spend Managem...How Enterprises Like McKesson Digitize Procurement and Automate Spend Managem...
How Enterprises Like McKesson Digitize Procurement and Automate Spend Managem...Dana Gardner
 
Manufacturer Gains Advantage by Expanding IoT Footprint from Many Machines to...
Manufacturer Gains Advantage by Expanding IoT Footprint from Many Machines to...Manufacturer Gains Advantage by Expanding IoT Footprint from Many Machines to...
Manufacturer Gains Advantage by Expanding IoT Footprint from Many Machines to...Dana Gardner
 
Mexican ISP Telum Gains Operational Advantages Via Project to Identify and Me...
Mexican ISP Telum Gains Operational Advantages Via Project to Identify and Me...Mexican ISP Telum Gains Operational Advantages Via Project to Identify and Me...
Mexican ISP Telum Gains Operational Advantages Via Project to Identify and Me...Dana Gardner
 
Want a Data-Driven Culture? Start Sorting Out the BI and Big Data Myths Now
Want a Data-Driven Culture? Start Sorting Out the BI and Big Data Myths NowWant a Data-Driven Culture? Start Sorting Out the BI and Big Data Myths Now
Want a Data-Driven Culture? Start Sorting Out the BI and Big Data Myths NowDana Gardner
 
Networks: The New Model for Business
Networks: The New Model for BusinessNetworks: The New Model for Business
Networks: The New Model for BusinessDana Gardner
 
Industrializing Data Science: Transform into an End-to-End, Analytics-Oriente...
Industrializing Data Science: Transform into an End-to-End, Analytics-Oriente...Industrializing Data Science: Transform into an End-to-End, Analytics-Oriente...
Industrializing Data Science: Transform into an End-to-End, Analytics-Oriente...Dana Gardner
 
After Cutting its Big Data Teeth on Wall Street, Vichara Technologies Grows t...
After Cutting its Big Data Teeth on Wall Street, Vichara Technologies Grows t...After Cutting its Big Data Teeth on Wall Street, Vichara Technologies Grows t...
After Cutting its Big Data Teeth on Wall Street, Vichara Technologies Grows t...Dana Gardner
 
Platform 3.0 Ripe to Give Standard Access to Advanced Intelligence and Automa...
Platform 3.0 Ripe to Give Standard Access to Advanced Intelligence and Automa...Platform 3.0 Ripe to Give Standard Access to Advanced Intelligence and Automa...
Platform 3.0 Ripe to Give Standard Access to Advanced Intelligence and Automa...Dana Gardner
 

Ähnlich wie AI and Machine Learning to Reshape Procurement (20)

Closing the Digital Transformation Gap
Closing the Digital Transformation GapClosing the Digital Transformation Gap
Closing the Digital Transformation Gap
 
Future of Business — How Innovation Drives Advantage and Results
Future of Business — How Innovation Drives Advantage and ResultsFuture of Business — How Innovation Drives Advantage and Results
Future of Business — How Innovation Drives Advantage and Results
 
Cloud Services Help SHI Redefine the Buyer-Seller Dynamic for Huge Efficiency...
Cloud Services Help SHI Redefine the Buyer-Seller Dynamic for Huge Efficiency...Cloud Services Help SHI Redefine the Buyer-Seller Dynamic for Huge Efficiency...
Cloud Services Help SHI Redefine the Buyer-Seller Dynamic for Huge Efficiency...
 
CPO Expert Joanna Martinez Extolls the Virtues of Redesigning Procurement for...
CPO Expert Joanna Martinez Extolls the Virtues of Redesigning Procurement for...CPO Expert Joanna Martinez Extolls the Virtues of Redesigning Procurement for...
CPO Expert Joanna Martinez Extolls the Virtues of Redesigning Procurement for...
 
SAP Ariba’s President Barry Padgett On Building the Intelligent Enterprise
SAP Ariba’s President Barry Padgett On Building the Intelligent EnterpriseSAP Ariba’s President Barry Padgett On Building the Intelligent Enterprise
SAP Ariba’s President Barry Padgett On Building the Intelligent Enterprise
 
Procurement in 2016—The Supply Chain Goes Digital
Procurement in 2016—The Supply Chain Goes DigitalProcurement in 2016—The Supply Chain Goes Digital
Procurement in 2016—The Supply Chain Goes Digital
 
HP Vertica Provides adMarketplace with Big Data Warehousing Solution
HP Vertica Provides adMarketplace with Big Data Warehousing SolutionHP Vertica Provides adMarketplace with Big Data Warehousing Solution
HP Vertica Provides adMarketplace with Big Data Warehousing Solution
 
Panel Discussion: How Cloud Computing Changes the Landscape for Procurement a...
Panel Discussion: How Cloud Computing Changes the Landscape for Procurement a...Panel Discussion: How Cloud Computing Changes the Landscape for Procurement a...
Panel Discussion: How Cloud Computing Changes the Landscape for Procurement a...
 
Building the Intelligent Enterprise with Strategic Procurement and Analytics
Building the Intelligent Enterprise with Strategic Procurement and Analytics Building the Intelligent Enterprise with Strategic Procurement and Analytics
Building the Intelligent Enterprise with Strategic Procurement and Analytics
 
Ariba's Product Roadmap for 2015 Points to Improved Business Cloud Services
Ariba's Product Roadmap for 2015 Points to Improved Business Cloud ServicesAriba's Product Roadmap for 2015 Points to Improved Business Cloud Services
Ariba's Product Roadmap for 2015 Points to Improved Business Cloud Services
 
ChainLink Analyst on How Cloud-Enabled Supply Chain Networks Drive Companies ...
ChainLink Analyst on How Cloud-Enabled Supply Chain Networks Drive Companies ...ChainLink Analyst on How Cloud-Enabled Supply Chain Networks Drive Companies ...
ChainLink Analyst on How Cloud-Enabled Supply Chain Networks Drive Companies ...
 
How Enterprises Like McKesson Digitize Procurement and Automate Spend Managem...
How Enterprises Like McKesson Digitize Procurement and Automate Spend Managem...How Enterprises Like McKesson Digitize Procurement and Automate Spend Managem...
How Enterprises Like McKesson Digitize Procurement and Automate Spend Managem...
 
Manufacturer Gains Advantage by Expanding IoT Footprint from Many Machines to...
Manufacturer Gains Advantage by Expanding IoT Footprint from Many Machines to...Manufacturer Gains Advantage by Expanding IoT Footprint from Many Machines to...
Manufacturer Gains Advantage by Expanding IoT Footprint from Many Machines to...
 
Smart Data Analytics 2016
Smart Data Analytics 2016Smart Data Analytics 2016
Smart Data Analytics 2016
 
Mexican ISP Telum Gains Operational Advantages Via Project to Identify and Me...
Mexican ISP Telum Gains Operational Advantages Via Project to Identify and Me...Mexican ISP Telum Gains Operational Advantages Via Project to Identify and Me...
Mexican ISP Telum Gains Operational Advantages Via Project to Identify and Me...
 
Want a Data-Driven Culture? Start Sorting Out the BI and Big Data Myths Now
Want a Data-Driven Culture? Start Sorting Out the BI and Big Data Myths NowWant a Data-Driven Culture? Start Sorting Out the BI and Big Data Myths Now
Want a Data-Driven Culture? Start Sorting Out the BI and Big Data Myths Now
 
Networks: The New Model for Business
Networks: The New Model for BusinessNetworks: The New Model for Business
Networks: The New Model for Business
 
Industrializing Data Science: Transform into an End-to-End, Analytics-Oriente...
Industrializing Data Science: Transform into an End-to-End, Analytics-Oriente...Industrializing Data Science: Transform into an End-to-End, Analytics-Oriente...
Industrializing Data Science: Transform into an End-to-End, Analytics-Oriente...
 
After Cutting its Big Data Teeth on Wall Street, Vichara Technologies Grows t...
After Cutting its Big Data Teeth on Wall Street, Vichara Technologies Grows t...After Cutting its Big Data Teeth on Wall Street, Vichara Technologies Grows t...
After Cutting its Big Data Teeth on Wall Street, Vichara Technologies Grows t...
 
Platform 3.0 Ripe to Give Standard Access to Advanced Intelligence and Automa...
Platform 3.0 Ripe to Give Standard Access to Advanced Intelligence and Automa...Platform 3.0 Ripe to Give Standard Access to Advanced Intelligence and Automa...
Platform 3.0 Ripe to Give Standard Access to Advanced Intelligence and Automa...
 

Kürzlich hochgeladen

Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?Antenna Manufacturer Coco
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUK Journal
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processorsdebabhi2
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 

Kürzlich hochgeladen (20)

Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 

AI and Machine Learning to Reshape Procurement

  • 1. Meet George Jetson – Your New Chief Procurement Officer Transcript of a discussion on how rapid advances in artificial intelligence and machine learning are poised to reshape procurement. Listen to the podcast. Find it on iTunes. Get the mobile app. Sponsor: SAP Ariba Dana Gardner: Hi, this is Dana Gardner, Principal Analyst at Interarbor Solutions, and you're listening to BriefingsDirect. Our next technology innovation thought leadership discussion explores how rapid advances in artificial intelligence (AI) and machine learning are poised to reshape procurement -- like a fast-forwarding to a once fanciful vision of the future. Whereas George Jetson of the 1960s cartoon portrayed a world of household robots, flying cars, and pushbutton corporate jobs -- the 2017 procurement landscape has its own impressive landscape of decision bots, automated processes, and data-driven insights. We won’t need to wait long for this vision of futuristic business to arrive. As we enter 2017, applied intelligence derived from entirely new data analysis benefits has redefined productivity and provided business leaders with unprecedented tools for managing procurement, supply chains, and continuity risks. To learn more about the future of predictive -- and even proactive procurement technologies -- please join me in welcoming back Chris Haydon, Chief Strategy Officer at SAP Ariba. Good to have you with us, Chris. Chris Haydon: Great to be here again. Gardner: It seems like only yesterday that we were content to gain a common view of the customer or develop an end-to-end bead on a single business process. These were our goals in refining business in general, but today we've leapfrogged to a future where we're using words like “predictive” and “proactive” to define what business function should do and be about. Chris, what's altered our reality to account for this rapid advancement from visibility into predictive and on to proactive? Haydon: There are a couple of things. The acceleration of the smarts, the intelligence, or the artificial intelligence, whatever the terminology that you identify with, has really exploded on us. It’s a lot more real, and you see these use cases on television all the time. The business world is just looking to go in and adopt that. 1 Gardner
  • 2. And then there’s this notion of the Lego block of being able to string multiple processes together via an API is really exciting -- that coupled with the ability to have insight. The last piece, the ability to make sense of big data, either from a visualization perspective or from a machine- learning perspective, has accelerated. These trends are starting to come together in the business-to-business (B2B) world, and today, we're seeing them manifest themselves in procurement. Gardner: That's an interesting question. What is it about procurement as a function that’s especially ripe and adept for taking advantage of these technologies? Transaction intense Haydon: Procurement is obviously very transaction intense. Historically, what transaction intensity means is people, processing, exceptions. When we talk about these trends now, the ability to componentize services, the ability to look at big data or machine learning, and the input on top of this contextualizes intelligence cognitive predictive by its very nature, a bigger data set, and historically inefficient human-based process. That’s why procurement is starting to be at the forefront. Gardner: Procurement itself has changed from the days of when we were highly vertically integrated as corporations. We had long lead times on product cycles and we were doing fulfillment. Nowadays, it’s all about agility and compressing the time across the board. So, procurement has elevated its position to that of a point pole position in an entire business capacity rather than a functional position. Anything more to add? Haydon: Everyone needs to be closer to the customer, and you need live business. So, procurement is live now. This change in dynamic, speed, and responsiveness is closer to your point. It’s also these other dimensions of the consumer experience that now has to be the business-to-business experience. All that means same-day shipping, real-time visibility, and changing dynamically. That's what we have to deliver. Gardner: If we go back to our George Jetson reference, what is it about this year, 2017? Do you think it's an important inception point when it comes to factoring things like the rising role of procurement, the rising role of analytics, and the fact that the Internet of Things (IoT) is going to bring more relevant data to bear? Why now? What's the big inception point do you think that makes it so relevant now? Haydon: There are a couple of things. The procurement function is becoming more mature. They have extracted those first and second levels of savings from sourcing and the like. And they have control of their processes. 2 Haydon
  • 3. With cloud-based technologies and more of control of their processes, they're looking now to how they're going to serve their internal customers and how they'll serve their internal customers by being value generators and risk reducers. How do you forward the business, how do you de-risk, how do you get supply continuity, how do you protect your brand? You do that by having better insight, real-time insight into your supply base, and that’s what’s driving this investment. Gardner: We've been talking about Ariba being a 20-year-old company. Congratulations on your anniversary of 20 years. Haydon: Thank you. AI and bots Gardner: You're also, of course, part of SAP. Not only have you been focused on procurement for 20 years, but you've got a large global player with lots of other technologies and platform of benefits to avail yourselves of. So, that brings me to the point of AI and bots. It seems to me that right at the time when procurement needs help, when procurement is more important than ever, that we're also in a position technically to start doing some innovative things that get us into those words "predictive" and more "intelligent." Set the stage a little bit for how these things come together, and what we might expect to see as part and parcel within applications and services that we would generally classify as intelligent. Haydon: You allude to being part of SAP, and that's really a great strength and advantage for a domain-focused procurement expertise company. The machine-learning capabilities that are part of a native SAP HANA platform, which we naturally adopt and get access to, put us on the forefront of not having to invest in that part of the platform, but to focus on how we take that platform and put it into the context of procurement. There are a couple of pretty obvious areas. There's no doubt that when you’ve got the largest B2B network, billions in spend, and hundreds and millions of transactions on invoicing, you apply some machine learning on that. We can start doing a lot smarter matching an exception management on that, pretty straightforward. That's at one end of the chain. On the other end of the chain, we have bots. Some people get a little bit wired about the word “bot,” “robotics,” or whatever, maybe it's a digital assistant or it's a smart app. But, it's this notion of helping with decisions, helping with real-time decisions, whether it's identifying a new source of supply because there's a problem, and the problem is identified because you’ve got a live network. It's saying that you have a risk or you have a continuity problem, and not just that it's happening, but here's an alternative, here are other sources of a qualified supply. 3
  • 4. Gardner: So, it strikes me that 2017 is such a pivotal year in business. This is the year where we're going to start to really define what machines do well, and what people do well, and not to confuse them. What is it about an end-to-end process in procurement that the machine can do better that we can then elevate the value in the decision-making process of the people? Haydon: Machines can do better in just identifying patterns -- clusters, if you want to use a more technical word. They transform category management and enables procurement to be at the front of their internal customer set by looking not just at their traditional total cost of ownership (TCO), but total value and use. That's a part of that real dynamic change. What we call end to end, or even what SAP Ariba defined in a very loose way when we talked about upstream, it was about outsourcing and contracting, and downstream was about procurement, purchasing, and invoicing. That's gone, Dana. It's not about upstream and downstream, it's about end-to-end process, and re-imagining and reinventing that. The role of people Gardner: When we give more power to a procurement professional by having highly elevated and intelligent tools, their role within the organization advances and the amount of improvement they can make financially advances. But I wonder where there's risk if we automate too much and whether companies might be thinking that they still want people in charge of these decisions. Where do we start perhaps experimenting with how much automation to bring, now that we know how capable these machines have been, or is this going to be a period of exploration for the next few years? Haydon: It will be a period of exploration, just because businesses have different risk tolerances and there are actually different parts of their life cycle. If you're in a hyper growth mode and you're pretty profitable, that's a little bit different than if you're under a very big margin pressure. For example, maybe if you're in high tech in the Valley, and some big names that we could all talk about are, you're prepared to be able to go at it, and let it all come. If you're in a natural-resource environment, every dollar is even more precious than it was a year ago. That’s also the beauty, though, with technology. If you want to do it for this category, this supplier, this business unit, or this division you can do that a lot easier than ever before and so you go on a journey; you don’t necessarily have to go to big bank. Gardner: That’s an important point that people might not appreciate, that there's a tolerance for your appetite for automation, intelligence, using machine learning, and AI. They might even change, given the context of the certain procurement activity you're doing within the same 4
  • 5. company. Maybe you could help people who are a little bit leery of this, thinking that they're losing control. It sounds to me like they're actually gaining more control. Haydon: They gain more control, because they can do more and see more. To me, it’s layered. Does the first bot automatically requisition something -- yes or no? So, you put tolerances on it. I'm okay to do it if it is less than $50,000, $5,000, or whatever the limit is, and it's very simple. If the event is less than $5,000 and it’s within one percent of the last time I did it, go and do it. But tell me that you are going to do it or let’s have a cooling-off period. If you don't tell me or if you don’t stop me, I'm going to do it, and that’s the little bit of this predictive as well. So you still control the gate, you just don’t have to be involved in all the sub- processes and all that stuff to get to the gate. That’s interesting. Gardner: What’s interesting to me as well, Chris, is because the data is such a core element of how successful this is, it means that companies in a procurement intelligence drive will want more data, so they can make better decisions. Suppliers who want to be competitive in that environment will naturally be incentivized to provide more data, more quickly, with more openness. Tell us some of the implications for intelligence brought to procurement on the supplier? What we should expect suppliers to do differently as a result? Notion of content Haydon: There's no doubt that, at a couple of levels, suppliers will need to let the buyers know even more about themselves than they have ever known before. That goes to the notion of content. It’s like there is unique content to be discovered, which is whom am I, what do I do well and demonstrate that I do well. That’s being discovered. Then, there is the notion of being able to transact. What do I need to be able to do to transact with you efficiently whether that's a payment, a bank account, or just the way in which I can consume this? Then, there is also this last notion of the content. What content do I need to be able to provide to my customer, aka the end user, for them to be able to initiate the business with them? These three dimensions of being discovered, how to be dynamically transacted with, and then actually providing the content of what you do even as a material of service to the end user via the channel. You have to have all of these dimensions right. That’s why we fundamentally believe that a network-based approach, when it's end to end, meaning a supplier can do it once to all of the customers across the discovery channel, across the transactional channel, across the content channel is really value adding. In a digital economy, that's the only way to do it. 5
  • 6. Gardner: So this idea of the business network, which is a virtual repository for all of this information isn't just quantity, but it's really about the quality of the relationship. We hear about different business networks vying for attention. It seems to me that understanding that quality aspect is something you shouldn't lose track of. Haydon: It’s the quality. It’s also the context of the business process. If you don't have the context of the business process between a buyer and a seller and what they are trying to affect through the network, how does it add value? The leading-practice networks, and we're a leading- practice network, are thinking about discovery. We're thinking about content; we're thinking about transactions. Gardner: Again, going back to the George Jetson view of the future, for organizations that want to see the return on their energy and devotion to these concepts around AI, bots, and intelligence. What sort of low-hanging fruit do we look for, for assuring them that they are on the right path? I'm going to answer my own question, but I want you to illustrate it a bit better, and that’s risk and compliance and being able to adjust to unforeseen circumstances seems to me an immediate payoff for doing this. Severance of pleadings Haydon: The United Kingdom is enacting a law before the end of the year for severance of pleadings. It’s the law, and you have to comply. The real question is how you comply. You eye your brand, you eye your supply chain, and having the supply-chain profile information at hand right now is top of mind. If you're a CPO and you walk into the CEO’s office, the CEO could ask, "Can you tell me that I don’t have any forced labor, I don’t have any denied parties, and I'm Office of Foreign Assets Control (OFAC) compliant? Can you tell me that now?" You might be able to do it for your top 50 suppliers or top 100 suppliers, and that’s great, but unfortunately, a small, $2,000 supplier who uses some forced labor in any part of the world is potentially a problem in this extended supply chain. We've seen brands boycotted very quickly. These things roll. So yes, I think that’s just right at the forefront. Then, it's applying intelligence to that to give that risk threshold and to think about where those challenges are. It's being smart and saying, "Here is a high risk category. Look at this category first and all the suppliers in the category. We're not saying that the suppliers are bad, but you better have a double or triple look at that, because you're at high risk just because of the nature of the category." Gardner: Technically, what should organizations be thinking about in terms of what they have in place in order for their systems and processes to take advantage of these business network intelligence values? If I'm intrigued by this concept, if I see the benefits in reducing risk and additional efficiency, what might I be thinking about in terms of my own architecture, my own technologies in order to be in the best position to take advantage of this? 6
  • 7. Haydon: You have to question how much of that you think you can build yourself. If you think you're asking different questions than most of your competitors, you're probably not. I'm sure there are specific categories and specific areas on tight supplier relationships and co-innovation development, but when it comes to the core risk questions, more often, they're about an industry, a geography, or the intersection of both. Our recommendation to corporates is look, look, and never try and build it yourself. You might need to have some degree of privacy, but look to have it as more industry based. Think larger than yourself in trying to solve that problem differently. Those cloud deployment models really help you. Gardner: So it really is less of a technical preparatory thought process than process being a digital organization, availing yourself of cloud models, being ready to think about acting intelligently and finding that right demarcation between what the machines do best and what the people do best. More visible Haydon: By making things digital they are actually more visible. You have to be able to balance the pure nature of visibility to get at the product; that's the first step. That’s why people are on a digital journey. Gardner: Machines can’t help you with a paper-based process, right? Haydon: Not as much. You have to scan it and throw it in. Then, you are then digitizing it. Gardner: We heard about Guided Buying last year from SAP Ariba. It sounds like we're going to be getting a sort of "Guided Buying Plus" next year and we should keep an eye on that. Haydon: We're very excited. We announced that earlier this year. We're trying to solve two problems quickly through Guided Buying. One is the nature of the ad-hoc user. We're all ad-hoc users in the business today. I need to buy things, but I don’t want to read the policy, I don’t want to open the PDF on some corporate portal on some threshold limit that, quite honestly, I really need to know about once or twice a year. So our Guided Buying has a beautiful consumer-based look and feel, but with embedded compliance. We hide the complexity. We just show the user what they need to know at the time, and the flow is very powerful. Gardner: Well, it certainly sounds like an area where intelligence would have a very marked improvement, and we'll look for some interesting news there as well. 7
  • 8. I'm afraid we'll have to leave it there. You've been listening to a BriefingsDirect thought leadership podcast discussion on how rapid advances in AI and machine learning are poised to reshape procurement. We've heard how, as we enter 2017, applied intelligence, derived from entirely new data analysis, benefits redefines productivity. Lastly, we've been presented with SAP Ariba’s view on where we can take business intelligence aspects into more types of process and more refinement of the procurement function. With that, please join me in thanking our guest, Chris Haydon, Chief Strategy Officer at SAP Ariba. Thank you, sir. Haydon: Thank you. Gardner: And a big thank you as well to our audience for joining this SAP Ariba-sponsored business innovation thought leadership discussion. I'm Dana Gardner, Principal Analyst at Interarbor Solutions, your host and moderator. Thanks again for listening, and do come back next time. Listen to the podcast. Find it on iTunes. Get the mobile app. Sponsor: SAP Ariba Transcript of a discussion on how rapid advances in artificial intelligence and machine learning are poised to reshape procurement. Copyright Interarbor Solutions, LLC, 2005-2016. All rights reserved. You may also be interested in: • Seven Secrets to Highly Effective Procurement: How Technology, Data, and Business Networks Fuel innovation and Transformation • Business in the Cloud: How Efficient Networks Help the Smallest Companies Do Brisk Business • A Hit with Consumers, Digital Payments Now Catching On Across the Business World Too • How new technology trends disrupt the very nature of business • SAP Ariba Chief Strategy Officer on the Digitization of Business and the Future of Technology • How New Technology Trends Disrupt the Very Nature of Business • Procurement in 2016 -- The Supply Chain Goes Global • Is 2016 the Year that Accounts Payable Becomes Strategic? • Winning the B2B Commerce Game: What Sales Organizations Should Do Differently • Can Great Design Really Impact Global Commerce? • Ariba’s digital handshake helps Caesars up the ante on supply chain diversity • Detecting and Eradicating Slavery and Other Labor Risks Across Global Supply Chains through Business Networks • Ariba elevates business user experience with improved mobile apps and interfaces 8