the top 10 strategic technology trends for 2020 · source: “ai use cases, tales from the...

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© 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates. This publication may not be reproduced or distributed in any form without Gartner’s prior written permission. It consists of the opinions of Gartner’s research organization, which should not be construed as statements of fact. While the information contained in this publication has been obtained from sources believed to be reliable, Gartner disclaims all warranties as to the accuracy, completeness or adequacy of such information. Although Gartner research may address legal and financial issues, Gartner does not provide legal or investment advice and its research should not be construed or used as such. Your access and use of this publication are governed by Gartner’s Usage Policy . Gartner prides itself on its reputation for independence and objectivity. Its research is produced independently by its research organization without input or influence from any third party. For further information, see “Guiding Principles on Independence and Objectivity .” Brian Burke The Top 10 Strategic Technology Trends for 2020 03 – 07 November 2019 / Barcelona, Spain

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Page 1: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

© 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates. This publication may not be reproduced or distributed in any form without Gartner’s prior written permission. It consists of the

opinions of Gartner’s research organization, which should not be construed as statements of fact. While the information contained in this publication has been obtained from sources believed to be reliable, Gartner disclaims all warranties as to the accuracy,

completeness or adequacy of such information. Although Gartner research may address legal and financial issues, Gartner does not provide legal or investment advice and its research should not be construed or used as such. Your access and use of this

publication are governed by Gartner’s Usage Policy. Gartner prides itself on its reputation for independence and objectivity. Its research is produced independently by its research organization without input or influence from any third party. For further

information, see “Guiding Principles on Independence and Objectivity.”

Brian Burke

The Top 10 Strategic Technology Trends

for 2020

03 – 07 November 2019 / Barcelona, Spain

Page 2: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

1 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

s

Smart

Spaces

People-

Centric

Page 3: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

2 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Smart Spaces

People-Centric

Infrastructure, Operations, Security and Networking

Development Tools, Platforms, Data and Integration

Applications, Services and Ecosystems

Edge Devices, Interfaces and Experiences

s

Smart

Spaces

People-

Centric

Page 4: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

3 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

The Top 10 Strategic Technology Trends for 2020

Hyperautomation

Multiexperience

Democratization

Human Augmentation

Transparency and Traceability

Empowered Edge

Distributed Cloud

Autonomous Things

Practical Blockchain

AI Security

Smart SpacesPeople-Centric

Page 5: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend

Insight Report” (G00373320)

Hyperautomation

The goal of Hyperautomation

is to automate anything that

can be automated.

The No. 1 use case for AI

is process automation.

Page 6: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

5 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

The Path to Hyperautomation

Process Automation

(Workflow and iBPMS)

Task Automation

(Rules, RPA)

Business Operations

(DigitalOps)

Hyperautomation

Conversational UX

Chatbots, Smart Speakers

Virtual Assistants

Intelligence

AI and Machine Learning

Advanced Algorithms

Event Processing

APIs and Feeds

Adaptive Architectures

Simple

Automation

Page 7: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

6 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Hyperautomation Through DigitalOps

Input

Destination Map Performance Situation Value

Business Model

Business Operations Model

Business Performance Management

Business Operational Intelligence

Business Actions

Output

Feedback

Digital Twin of an Organization

Page 8: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

Source: “Technology Insight for Multiexperience

Development Platforms” (G00351300)

Multiexperience

By 2021, at least one-third of

enterprises will have deployed

a multiexperience development

platform to support mobile, web,

conversational and augmented

reality development.

Eye Tracking

Position

Voice Gesture

Emotion Many More …

Page 9: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

8 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Immersive Environments Will Change the Way

We Perceive and Interact

Service

Training Design

Retail

Page 10: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

9 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Evolving From Web to Multiexperience

2000sWeb

2010sMobile

2020sMultiexperience

• Apps economy

• Smart devices

• Untethered and offline

• Conversational

• Immersive

• Sensory• Desktop to responsive

• Static to dynamic UI

• Portable

UX

• DB and web service integration

• SOA

• Hosted• Edge computing

• Serverless and event-driven

• AI-augmented

• REST and API-driven

• MASA

• Cloud Systems

+

+

+

+

Page 11: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

The Pathway to Ambient Multiexperience

Multimodal

TouchSmell RadarSight Sound Location EmotionMultisensoryTaste Humidity

and

Page 12: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

Source: “Predicts 2019: The Democratization of AI” (G00376162)

Democratization

By 2022, 30% of organizations

using AI for decision making will

contend with shadow AI as the

biggest risk to effective and

ethical decisions.

Page 13: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

12 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Democratization Is About

Empowering Everyone

You

Accessible Technology

CitizenData Science

Citizen Development

Citizen Process

Automation

Process and Application Automation

Predictive Analytics

Virtual Assistant

Accessible Intelligence

Page 14: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

13 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Key Challenges Driving Democratization of AI

Frameworks and Algorithms

Build It Yourself

Hosted AI Services

SaaS Through APIs

Products

Software

Dealing With

Shadow AI

Dealing With

Insufficient Data

Empowering

Developers to Build

Lack of

AI Skills

Source: “Predicts 2019: The Democratization of AI” (G00376162)

Page 15: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

Image Source: Ford: EksoVest is the latest example of advanced technology

Ford is using to reduce the physical toll on employees during the vehicle

assembly process, lessening the chance of worker fatigue, injury or discomfort

Source: “Maverick* Research: Architecting Humans for Digital

Transformation” (G00389205)

Human

Augmentation

By 2025, 40% of enterprises

will shift from designing for

humans to architecting humans

themselves by adopting human

augmentation technologies

and methodologies.

Page 16: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

15 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Physical Augmentation

Page 17: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

16 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Cognitive Augmentation

Train Machines to Do Their Best. Train People to Be Their Best.

It’s your turn now. One cannot live without another.

Pass the Baton Symbiosis

Train me.

Show me the possibilities. Human in the loop.

MH

HM

Take me to the next level Go the last mile

Page 18: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

17 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

No

nin

vasiv

e Invasiv

e

Cognitive

Physical

Would We, Could We, Should We, Must We

Immersive

Augmented Intelligence

Biometrics

Biochips

AR/MR Contact Lens

Brain-ComputerInterface

Smart Fabrics

Nanodrops

Genetic EngineeringHearables

Smart Drugs

Transcranial Direct Current

Stimulation

Exoskeleton

CRISPR

Prosthetics

Page 19: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

Source: “Top 10 Data and Analytics Technology Trends That Will

Change Your Business” (G00379563)

Transparency

and Traceability

By 2023, over 75% of large

organizations will hire artificial

intelligence specialists in

behavior forensic, privacy and

customer trust to reduce brand

and reputation risk.

Page 20: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

19 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

The Trust Crisis

BusinessConsumers InvestorsGovernment

Misuse of data Algorithmic bias

Opaque algorithmsAddictive applications

Unauditable AI

Fake news and reviews

Unauthorized data harvesting

Counterfeit reality

Ecosystem trust

Omnipresent IoT data collection

Page 21: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

20 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

ConsistencyIntegrity

Six Pillars of Trust

AccountabilityEthics Openness Competence

Awareness Explanation

Data ProvenanceValidation and Testing Auditability and Assurance

Page 22: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

Source: “5 Questions a Tech CEO Must Address When Proposing

an AI-Enabled Edge Project” (G00407161)

Empowered Edge

By 2023, more than 50%

of enterprise-generated

data will be created and

processed outside the data

center or cloud, up from less

than 10% in 2019.

Page 23: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

22 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Technology Drives the New Business Edge

DNN-on-

a-chip

5G and MEC

Mm wave

wireless

Fast low-

power CPUs

Mesh and

fog protocols

Swarm

computing

LEO

satellites

Digital twin

Resiliency Reduced cost

Real-time

responsive

business

New and

better user

experiences

Smarter, safer systems

Security

Page 24: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

23 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Toward a Smarter, Faster, More Flexible Edge

Edge 2019 Edge 2025

Static processes

Hierarchic architectures

Static network topology

Edge and cloud

Adaptive processes

Fog/Mesh architectures

Dynamic network topology

Distributed cloud to the edge

Endpoint Near

edge

Far

edge

Cloud Enterprise

Page 25: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

Central

Remote

Edge

Gartner Strategic Planning Assumption

Distributed Cloud

By 2024, the majority of cloud

service platforms will provide

services that execute at the

point of need.

Page 26: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

25 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Hybrid Cloud Sets the Stage

On-Premises and Remote

Locations

Centralized Public Cloud Architecture

China

Region

U.S.

Region

Euro

Region

Custom

Private Cloud

Service

• Private cloud service architecture

does not reflect the centralized

cloud service.

• Enterprise owns and is responsible

for design, development, deployment,

governance, operations, evolution

and update.

Enterprise Data Center

Provider Data Centers

Page 27: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

26 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Distributed Cloud Fixes the Hybrid Problem

On-Premises and Remote

Locations

Centralized Public Cloud Architecture

Enterprise Data Center

China

Region

U.S.

Region

Euro

Region

• Public cloud service architecture

is replicated on-premises or is

complementary to the

centralized service.

• Provider owns and is responsible

for architecture, development,

deployment, governance, operations,

evolution and update.

On-Premises

Cloud Service

Provider Data Centers

Page 28: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

27 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Far Edge

Cloud Service

Near Edge

Cloud Service

Edge

Cloud Service

Consuming enterprise may retain

ownership, governance, operations, and

update of the physical components —

especially as distributed service move

toward the edge.

Distributed Cloud Extends to the Edge

On-Premises and Remote

Locations

Centralized Public Cloud Architecture

IoT/Edge

On-Premises

Cloud Service

Enterprise Data Center

Provider Data Centers

China

Region

U.S.

Region

Euro

Region

Page 29: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

h

Source: “How to Assess Opportunities in Autonomous

Things” (G00402843)

Autonomous Things

By 2025, more than 12%

of the newly produced

vehicles will have Level 3

or higher autonomous driving

hardware capability.

Image Source: NAVYA Media Kit

Page 30: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

30 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Autonomous Things

Robots Drones

AppliancesVehicles/Ships/Aircraft

Page 31: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

31 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Computer Vision

Motors/Actuators

Tactile Sensors

GPS

HD Maps

Geofencing

Navigation

Lidar

Radar

Vision

Sensors

SLAM

V2X

Swarm Management

Robot Fleet Management

Key Technical Capabilities

Perception Mobility

ManipulationCollaboration

Page 32: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

32 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Form Follows Function

Environment

Autonomous

Things

Sea

Land

Air/Space

Controlled

Robots

Drones

Appliances

Vehicles

Nonfunctional Tipping Points: Regulation and Social Acceptance

Full Autonomy

High Automation

Partial Automation

Conditional Automation

Human-Assisted

Full Human Control

No Human Control

Human Override

Human-Directed

Page 33: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

Source: “Predicts 2019: Blockchain Business” (G00374378)

Practical

Blockchain

By 2023, blockchain inspired

technology will support the global

movement and tracking of

$2 trillion of goods and

services annually.

Page 34: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

34 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

What Is a Blockchain? A “Distributed Ledger”

Ledger Replicated Across Peer-to-Peer Network

Distributed Ledger of Bitcoin Transactions (Tx)

“Genesis Block”

Block of Tx

Block of Tx

Block of Tx

Block of Tx

Node

Node

Node

Node

Node

Node

Node

Node

Public/Distributed consensus

Encryption

Shared and distributed

Immutable and traceable/auditable

Tokenization

Page 35: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

35 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Public/Distributed consensus

Tokenization

Permissioned blockchains don’t

use tokens as incentives for

validators participating in distributed

consensus mechanisms

What Is a Blockchain? A “Distributed Ledger”

Ledger Replicated Across Peer-to-Peer Network

Distributed Ledger of Bitcoin Transactions (Tx)

“Genesis Block”

Block of Tx

Block of Tx

Block of Tx

Block of Tx

Node

Node

Node

Node

Node

Node

Node

Node

Encryption

Shared and distributed

Immutable and traceable/auditable

Page 36: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

36 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

0%

70%

140%

0

500,000

1,000,000

1,500,000

2,000,000

2,500,000

3,000,000

3,500,000

2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 2030

Business Value Growth

Business Value Reflects a Measured Evolution

Inspired Solutions

Complete Solutions

Enhanced Solutions

Blockchain Business Value — “Forecast: Blockchain Business Value, Worldwide, 2017-2030” (G00325744)

Millions of Dollars Percent

140%

70%

0%

Page 37: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

37 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

The Business Needs to Lead on Blockchain

0

50

100

Vo

tin

g

Sm

art

Citie

s/

IoT

Inte

rna

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eco

rdK

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Re

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Tra

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Fin

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Asset T

rackin

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Pa

ym

en

t/S

ettle

men

tLive in Production

Implementing Into Production

Pilot

Proof of Concept

Highest success rates occur when

solving immediate business problems

n = 490, excludes use cases with the phases of “Strategy Consulting” and of “Other,”

Blockchain Use Cases — “Blockchain Trials Show Pragmatism Emerging Across Industries” (G00387725)

For success, blockchain initiatives must be demand-led, not solution-led

Page 38: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

Source: “Anticipate Data Manipulation Security Risks to AI

Pipelines” (G00373743)

AI Security

Through 2022, 30% of all

cyberattacks will leverage

training data poisoning, AI model

theft or adversarial samples.

Page 39: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

39 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Your AI Pipelines Are at Risk

Data

Preparation

Model

Training

Validate

Results

Production

Deployment

New Data

Training Data Poisoning Adversarial SamplesModel Theft

Page 40: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

40 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

AI Can Transform Security to Be More Effective

Security Challenges Are Increasing:

• Points of attack expand dramatically with IoT and highly connected systems

• Rate and type of attacks expand

• More sophisticated attacks and complex patterns of attacks

Assume ML is developed well:

• Sufficient amounts of

high-quality training data

• Low bias and variance

• Low error rates

Then an ML anomaly detection or

classification algorithms can have

higher detection rates than any

rule-based algorithm (and even

humans in some areas)

Big assumptions!

Page 41: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

41 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Attacker’s Will Use ML for Nefarious Purposes

Anti-phishing

Vulnerability management

ML-based techniques:

• Supervised

• Unsupervised

• Reinforcement learning

Security Techniques

Data poisoning

Adversarial inputs

ML-based techniques:

• Supervised/Unsupervised

• Reinforcement learning

• Generative

adversarial networks

Attacker Techniques

Nefarious ML use

Adversarial ML

Model reconstruction

… …

Anti-malware

… …

Adversarial ML

Attacks on

ML-based techniques

in security products

Nefarious ML use

Attacks

leveraging ML as one

of the techniques

Page 42: The Top 10 Strategic Technology Trends for 2020 · Source: “AI Use Cases, Tales From the Trenches: A Gartner Trend Insight Report”(G00373320) Hyperautomation The goal of Hyperautomation

42 © 2019 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates.

Hyperautomation

Multiexperience

Democratization

Human Augmentation

Transparency and Traceability

Empowered Edge

Distributed Cloud

Autonomous Things

Practical Blockchain

AI Security

Smart SpacesPeople-Centric

The Top 10 Strategic Technology Trends for 2020