Lec 02-Understanding the basics of AI in Marketing-II

IIT Roorkee July 2018
30 Nov 202322:05

Summary

TLDRThis course explores the evolution of AI in marketing, focusing on Marketing 4.0 and 5.0. It discusses the integration of AI with other technologies to enhance customer interaction and productivity. The script highlights the customer journey, the impact of the internet, personalization, and mixed reality on marketing strategies. It also showcases how CarMax leveraged AI and Salesforce for an omnichannel experience, enhancing customer satisfaction and operational efficiency. The video concludes with a look at the history and categorization of AI, distinguishing between weak and strong AI.

Takeaways

  • πŸ“š The course focuses on AI in marketing, covering its evolution and impact on marketing strategies.
  • πŸ” Marketing 4.0 combines online and offline interactions and integrates AI to enhance productivity and human connectivity.
  • πŸ‘₯ The customer path in Marketing 4.0 includes five steps: awareness, appeal, ask, act, and advocate.
  • 🌐 The development of technology, especially AI, has led to Marketing 5.0, focusing on personalization and addressing environmental and social issues.
  • πŸ“ˆ Marketing 5.0 uses AI in three main techniques: predictive, augmented, and contextual marketing, leading to an agile marketing framework.
  • πŸš— CarMax's Omni-channel strategy uses AI to enhance customer experience by personalizing interactions and streamlining the car buying process.
  • 🌍 Marketing 5.0 emphasizes sustainability and the correction of past environmental damage using AI.
  • πŸ’» Businesses must have a website to succeed today, as customers rely on online research and social networks for product information.
  • 🎯 AI enables personalization, improving customer engagement, loyalty, and sales by customizing interactions in real-time.
  • πŸ€– AI is categorized into weak AI, which is task-specific, and strong AI, which imitates human common sense and can handle complex tasks autonomously.

Q & A

  • What is the main focus of Module 2 in the course on artificial intelligence and marketing?

    -Module 2 continues the discussion on the basics of AI in marketing, focusing on the impact of new technology in marketing, the evolution into Marketing 4.0 and 5.0, and the categorization of AI between strong and weak AI.

  • How is Marketing 4.0 defined in the script?

    -Marketing 4.0 is defined as a marketing approach that combines online and offline interaction between companies and consumers, merging artificial intelligence with other technologies to increase productivity and human-to-human connectivity.

  • What are the five steps in the customer path as described in the script?

    -The five steps are: 1) Awareness - the customer learns about the brand; 2) Appeal - consumers become attracted to the brand; 3) Ask - consumers search about the product online; 4) Act - consumers make a purchase; 5) Advocate - customers recommend the brand to others.

  • What is the significance of transparency in the digital economy as mentioned in the script?

    -Transparency in the digital economy is significant as it prevents brands from making false promises and allows the public to evaluate a company's brand position, promises, and values, which is a valuable instrument for the public.

  • What is the role of AI in Marketing 5 according to the script?

    -In Marketing 5, AI plays a role in creating a personal marketing platform, analyzing data, and working with other technologies to ensure customer satisfaction and profit while being mindful of societal norms and sustainability.

  • How has the COVID-19 pandemic affected marketing strategies as discussed in the script?

    -The COVID-19 pandemic has led to social distancing and masking, forcing marketers to develop new ways of interacting with customers to maintain personal interaction and capture new clients while ensuring customer satisfaction and profit.

  • What are the three types of marketing techniques that are prominent in Marketing 5?

    -The three types of marketing techniques in Marketing 5 are predictive marketing, augmented marketing, and contextual marketing.

  • How does CarMax utilize Salesforce to create a seamless customer experience?

    -CarMax uses Salesforce to create a centralized view of the customer, personalize customer experience across channels, and increase productivity and customer satisfaction by automatically classifying and routing incoming customer SMS messages.

  • What is the impact of the internet on businesses as described in the script?

    -The internet has made it essential for businesses to have websites, as 81% of people would not buy from a business without one. It has also shifted the way customers research products and services, favoring online reviews and comparisons over traditional advertising.

  • What are the three types of mixed reality technologies mentioned in the script?

    -The three types of mixed reality technologies mentioned are augmented reality (AR), virtual reality (VR), and mixed reality (MR).

  • How does AI categorize into weak and strong AI, and what are their differences?

    -Weak AI provides suggestions based on past data and is designed for specific tasks, while strong AI imitates common sense and can handle a wide range of problems without human intervention, potentially becoming self-aware.

Outlines

00:00

πŸš€ Introduction to AI in Marketing and Marketing 4.0

This paragraph introduces the course on artificial intelligence in marketing, focusing on Module 2 which delves into the evolution of marketing into versions 4.0 and 5.0. It discusses the integration of AI with other technologies to enhance productivity and human-connectivity. Marketing 4.0 is characterized by a customer-centric approach, merging online and offline interactions, and a customer path consisting of awareness, appeal, ask, act, and advocate stages. The paragraph also touches on the impact of technology on marketing, the rise of Marketing 5.0 during the COVID-19 pandemic, and the importance of personal interaction in marketing strategies.

05:01

πŸ›οΈ Marketing 5.0 and the Impact of Technology

The second paragraph explores Marketing 5.0, emphasizing the need for a personalized marketing platform that aligns with societal norms and sustainability. It outlines three types of marketing techniques: predictive, augmented, and contextual, which contribute to agile marketing frameworks. The paragraph also discusses the environmental and social consequences of unchecked growth, the role of AI in advertising, and the potential of Marketing 5.0 to improve online sales and customer satisfaction. The impact of the internet, supply and demand dynamics, personalization, and mixed reality on marketing are also highlighted, showcasing how these technological advancements have reshaped customer expectations and business practices.

10:02

πŸš— CarMax's Omni-Channel Strategy and AI Integration

This paragraph narrates the story of CarMax, the largest used vehicle retailer in the U.S., and its strategic use of AI and Salesforce to create an omni-channel experience. It details how CarMax disrupted the automotive retail sector with integrity and transparency, and later by offering a seamless online and in-store buying process. The company's use of AI for personalization, improving productivity, and enhancing customer satisfaction through various touchpoints is discussed. The paragraph also covers CarMax's response to the COVID-19 pandemic, introducing contactless test drives and home delivery options, and its focus on employee and customer experiences through custom apps and agile development practices.

15:03

πŸ› οΈ AI's Role in Business Innovation and CarMax's Digital Transformation

The fourth paragraph examines the role of artificial intelligence in business innovation, particularly in CarMax's digital transformation journey. It explains how CarMax accelerated its digital initiatives during the pandemic, focusing on employee and customer experiences. The company's culture of innovation and entrepreneurship, combined with digital-native characteristics, allowed for rapid change and adaptation. The paragraph also provides a historical overview of AI, from its conceptual beginnings to the development of weak and strong AI, highlighting milestones such as the creation of AI products and significant achievements in AI capabilities.

20:05

πŸ€– Understanding AI: Weak vs. Strong Artificial Intelligence

The final paragraph concludes the module by discussing the categorization of AI into weak and strong AI. It defines weak AI as systems that provide suggestions based on past data and are limited to specific tasks, while strong AI is capable of thinking like humans, using general knowledge and common sense. Examples of weak AI include virtual assistants and recommendation systems, whereas strong AI is represented by self-driving cars and AI in hospital operating rooms. The paragraph summarizes the evolution of marketing discussed in the module and the significance of AI in modern business operations.

Mindmap

Keywords

πŸ’‘Artificial Intelligence (AI)

Artificial Intelligence refers to the simulation of human intelligence in machines that are programmed to think like humans and mimic their actions. In the video, AI is central to the discussion of marketing evolution, particularly in the context of Marketing 4.0 and 5.0, where it merges with other technologies to increase productivity and human connectivity. The script mentions AI's role in personalizing customer experiences and its categorization into weak and strong AI, illustrating its growing integration into marketing strategies.

πŸ’‘Marketing 4.0

Marketing 4.0 is described as an approach that combines online and offline interactions between companies and consumers, integrating artificial intelligence with other technologies. It emphasizes the importance of human connectivity and productivity in the digital age. The script outlines how Marketing 4.0 has led to changes in customer interaction processes, adapting to the challenges posed by the global market and rapid technological advancements.

πŸ’‘Customer Journey

The customer journey represents the stages a customer goes through from becoming aware of a brand to becoming an advocate for it. In the script, the journey is broken down into five steps: awareness, appeal, ask, act, and advocate. This concept is crucial for understanding how AI and marketing strategies can be tailored to engage customers at each stage, enhancing their experience and brand loyalty.

πŸ’‘Personalization

Personalization in marketing refers to the customization of marketing strategies to individual consumer preferences and behaviors. The script discusses how AI enables brands to increase customer engagement and sales through personalization, providing real-time, tailored experiences that improve conversion rates and customer satisfaction.

πŸ’‘Predictive Marketing

Predictive marketing is a technique that uses data analytics to forecast consumer behavior and preferences. The script mentions predictive marketing as one of the three prominent marketing techniques, alongside augmented and contextual marketing, which are all powered by AI and data analytics to create agile marketing frameworks.

πŸ’‘Agile Marketing

Agile marketing is a flexible and adaptive approach to marketing that aligns with societal norms and sustainability. The script describes how predictive and contextual marketing, facilitated by AI, contribute to agile marketing frameworks that ensure customer satisfaction and compliance with societal guidelines.

πŸ’‘Sustainability

Sustainability in the context of marketing refers to the consideration of environmental and social impacts in business practices. The script highlights the role of Marketing 5 in addressing the negative environmental impacts of unchecked growth, emphasizing the use of AI to correct and prevent further damage.

πŸ’‘Omni-Channel Experience

An omni-channel experience provides a seamless interaction between customers and a brand across multiple platforms and touchpoints. The script details how CarMax, a company in the automotive retail sector, leveraged Salesforce and AI to create a human-centered omni-channel experience, allowing customers to buy cars on their terms through online and in-store integration.

πŸ’‘Mixed Reality

Mixed reality is a technology that blends virtual elements with the real world, allowing for interactive and immersive experiences. The script discusses mixed reality as part of the impact of new technologies on marketing, where it can be used for experiential marketing to engage audiences and create memorable brand experiences.

πŸ’‘Supply Chain Management

Supply chain management involves the coordination and management of activities involved in the production and delivery of products. The script touches on the evolution of supply chain management from an operational function to an advanced planning process, emphasizing its importance in modern marketing strategies and the role of the Chief Supply Chain Officer.

πŸ’‘Weak AI

Weak AI, as mentioned in the script, refers to AI systems that are designed and trained for specific tasks or narrow functions. These systems do not possess general intelligence but excel in their designated roles, such as recommendation systems in e-commerce or gaming AI that can beat human champions in specific games.

πŸ’‘Strong AI

Strong AI, in contrast to weak AI, refers to AI systems that can understand, learn, and apply knowledge across a wide range of tasks, similar to human cognition. The script describes strong AI as systems that can imitate common sense, potentially becoming self-aware, and are capable of handling complex problem-solving without human intervention, such as in self-driving cars or medical diagnostics.

Highlights

Introduction to AI in marketing, discussing the evolution from Marketing 4.0 to 5.0 and the integration of AI with other technologies.

Marketing 4.0 defined as the approach combining online and offline interactions with AI to increase productivity and human connectivity.

The five-step customer path in Marketing 4.0: Awareness, Appeal, Ask, Act, and Advocate.

The importance of transparency and the impact of technology on brand promises in the digital economy.

Marketing 5.0's requirement for a shift from segmentation to a more personal marketing platform in the age of COVID-19.

The three types of marketing techniques in Marketing 5.0: Predictive, Augmented, and Contextual, leading to Agile marketing.

The societal and sustainability impacts on marketing strategies, emphasizing the need for environmental responsibility.

AI's role in advertising and its potential to improve online sales, customer satisfaction, and reduce a brand's carbon footprint.

The impact of technology on marketing, including the internet, supply and demand dynamics, personalization, and mixed reality.

The necessity for businesses to have a website and the shift towards online research and social networks for product information.

The transformation of supply chain management and the rise of the Chief Supply Chain Officer.

AI's impact on personalization, enabling brands to increase customer engagement and sales through real-time understanding.

The distinction between Augmented Reality (AR), Virtual Reality (VR), and Mixed Reality (MR) in experiential marketing.

The story of CarMax, the largest used vehicle retailer in the U.S., and its focus on trust and transparency in the car buying process.

CarMax's Omni-Channel strategy and its use of Salesforce to create a seamless customer experience.

The implementation of AI at CarMax for personalizing customer experiences and increasing associate productivity.

CarMax's response to the COVID-19 pandemic, accelerating its Omni-Channel experience and introducing contactless car buying.

The importance of putting customers and employees at the center of every decision at CarMax, enhancing both customer and employee experiences.

CarMax's culture of innovation and entrepreneurship, blending digital natives to operate like a true digital technology company.

Definition and history of Artificial Intelligence, from its early concepts to modern applications and the distinction between weak and strong AI.

Transcripts

play00:00

[Music]

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[Music]

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welcome to this course on artificial

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intelligence and marketing and we will

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talk about module 2 so as you can see

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that we are talking about the first part

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that is Introduction to AI in marketing

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management and the first three modules

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are dedicated to understanding the

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basics of AI in marketing we have talked

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about module one and now we will start

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with module two in this module we will

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continue the discussion of marketing

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Evolution into

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versions four and five what is the

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impact of new technology in marketing

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along with example what is AI and its

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brief history and categorization of AI

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between strong Ai and weak AI now let us

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look at what is marketing 4 marketing 4

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can be explained as the marketing

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approach that combines the online and

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offline interaction between companies

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and

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consumers at the same time it can also

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be explained as the approach that merges

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artificial intelligence with other

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Technologies to increase productivity

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and increase human to human connectivity

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thus improving the customer interaction

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process it has led to the increase in

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the outcome of different changes sourced

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from an extreme Worldwide Challenge

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other kinds of purchases and quick

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advancements in Innovations in marketing

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4 the typical day-to-day customer is set

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to follow a fixed customer

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path which is as follows the first is is

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being aware customer learns about the

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brand from others or are exposed to the

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advertisements the second step in this

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customer uh path is appeal so consumers

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become attracted to the brand and

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develop a set of prospective Brands to

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purchase from and the third is to ask

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consumer searches about the product

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online and compare prices and features

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Etc in the fourth step they act so cons

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you must buy online and in a store and

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proceed to use the product for the first

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time the fifth is Advocate customers

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recommends the brand to others and keep

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using it themselves so these are the

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five steps that we have uh just seen 1 2

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3 4 and five in the first that is aware

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so uh it means I know second appeal that

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is I like like it the third ask I am

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convinced at the fourth stage that is

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act is that I am buying the product and

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at the fifth stage that is Advocate

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where I recommend the

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product or the brand to my family and

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friends customers now have the resources

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and means to evaluate and scrutinize any

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company's brand position

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promise corporate social

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responsibilities and core values in the

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digital

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economy due to the transparency Brands

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can no longer make false unverifiable

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promises this proves as a valuable

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instrument for the public the

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development of technology has led to the

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introduction of artificial intelligence

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which has led to marketing five and now

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we come to marketing five marketing file

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five will require us to analyze

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marketing for and then wholly revolve

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from segmentation and personalization to

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create a new marketing platform that is

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personal in the age of the covid-19

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pandemic we distancing and masking was

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the basic regime marketers have had to

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develop new ways of interacting with the

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customers to keep their businesses and

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capture new clients and customers by

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maintaining that personal interaction so

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marketing f is a complex model with

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several faets that must work together to

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ensure customer satisfaction and profit

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information procured by Ai and other

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technological channels that is data Ren

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marketing is inputed into the three

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different types of marketing techniques

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that are prominent

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now one is predictive second is

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augmented and the third is

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contextual this gives rise to Agile

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marketing framework work that works in

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harmony while ensuring it complies with

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societal norms and guidelines and is

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sustainable also at the same time so now

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these are uh one is augmented marketing

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second is predictive marketing and the

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third is contextual marketing and this

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predictive marketing comes from the data

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D marketing and contextual marketing

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gives and their interaction gives rise

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to uh agile marketing and the society

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and sustainability are affecting

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covering these three marketing so

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marketing five has to deal with the

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consequences of the aggressive and

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unchecked growth over decades leading to

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leading to negative environmental impact

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and Rising inequality so companies

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cannot Thrive and survive if they ignore

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the external consequences of their

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actions due to this one of the core

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purpose of marketing five is to use and

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apply artificial intelligence to prevent

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and correct the pollution and

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environmental damage that has occurred

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over the years AI also has become an

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integral part of the advertising process

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multiple makeup brands accessory Brands

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Etc have been using the tool to help

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ease the apprehensions of the consumers

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and boost online sales marketing 5 has

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enormous potential to improve online

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sales and customer satisfaction and

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reduce the carbon Footprints of the

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brand

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now let us look at the impact of

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technology that is a new marketing

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reality first is the internet then

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supply versus demand the third is

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personalization and the fourth one is

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mixed reality so now let us look at the

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impact of internet in the past

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businesses could get buy without a

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website however that is is no longer the

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case today customers expect businesses

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to have websites in fact 81% of people

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said that they would not buy from a

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business if it did not had a website

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having a website is essential for any

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business that wants to be successful in

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the past we would ask our friends and

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family for recommendations when we were

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looking for a new product or service

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these days we are much more likely to do

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our own research online we will read

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reviews and compare prices for making a

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purchase this change is due in part to

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the increase uh in internet access and

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in part to the increase in mistrust of

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advertising people don't trust

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advertising

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anymore they prefer to find out what's

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true about products or Services through

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social networks social networking sites

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like Facebook and Twitter allow

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companies to connect directly with

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customers the next is supply versus

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demand over the last 30

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years Logistics has undergone a

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tremendous change from a purely

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operational function that reported to

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sales of manufacturing and focused on

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ensuring the supply of production lines

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and the delivery to customers to an

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independent Supply Chain management

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function that in some companies is

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already being led by a CSO that is the C

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Chief supply chain officer the focus of

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Supply Chain management function has

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shifted to Advanced planning processes

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such as analytical demand planning or

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integrated

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snop which has become established

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business process in many companies the

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third is

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personalization artificial intelligence

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machine learning and natural language

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programming are changing the ways Brands

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interact with the customers AI based

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personalization enable Brands to

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increase customer

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engagement

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improve loyalty increase sales and more

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completely understand the customer so

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that is also very

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important to more completely understand

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the customers and all in the real time

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using AI brands are able to customize

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their website content based on each

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specific customer which helps to improve

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conversion rate the next comes mixed

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reality there are three kinds of

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Technology available right now in the

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market first is the AR that is augmented

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reality the second is VR that is virtual

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reality and the third is Mr that is

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mixed reality the three can be

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distinguished as below virtual reality

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or VR places users in a 100% artificial

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digital environment like ocas Rift

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content augmented reality that is AR

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uses overlays to display virtual objects

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on the real world environment like

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PokΓ©mon go the third is mixed reality

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that is Mr goes be on overlays anchoring

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virtual objects to the real world for

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interaction in experiential marketing

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brands are constantly finding new ways

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to give consumer an experience they will

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not soon forget they are constantly

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striving to plan activations that will

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not only Reach people but also get them

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excited about the product mixed reality

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can keep an audience engaged with the

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brand and reach a larger audience it is

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The Cutting Edge of technology and

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brands are beginning to find success

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blending realities for a more immersive

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experience now let us look at the story

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of

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Carmax Carmax is the largest retailer of

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used vehicles in the United States

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because of the trust it has created with

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its customers with trust at its core

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CarMax brought integrity and

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transparency into the car buying process

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and made it very simple and easy having

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first disrupted the automative retail

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sector where it first launched in 1993

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CarMax disrupted the industry for the

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second time by launching a true Omni

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Channel experience that empowers

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customers to buy a car on their terms

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online in store and a sess integration

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of both so we will discuss how the

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company use Salesforce to create that

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experience Delight customers in a new

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and innovative ways and reimagine car

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buying so now we are we are trying to

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analyze the of Carmax that through Omni

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channel strategy for flexible customer

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interaction anticipating its customers

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would want more control of the car

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buying Journey the company set about

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creating a human- centered Omni Channel

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experience that enable customers to

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interact seamlessly online and with

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their stores and truly buy a car on

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their terms the car buying process is

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not completely linear and a single

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customer may interact with multiple

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Associates during that unique Journey

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from remote support specialist to inore

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Associates so CarMax worked with

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Salesforce to create a centralized view

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of the customer to provide a seamless

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experience across all the touch points

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the company uses AI to personalize

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customer experience across channels

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providing product recommendations for

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customers and time saving next best

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action for associates is also uses AI to

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automatically classify and root incoming

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customers SMS messages increasing

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Associates productivity and customer

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satisfaction in addition the company

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launched multiple contact centers to

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provide remote consy service that helps

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customers via phone text and digital

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channels while they are shopping online

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understanding customers position in the

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customer Journey process before

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2020 CarMax was already well underway

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with this ambitious digital

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transformation then the pandemic hit

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with its strong digital foundation in

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place the company was able to quickly

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peot accelerating the launch of its Omni

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Channel experience to the rest of the

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country and rolling out CarMax curbside

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delivery within 3 weeks CarMax scrub

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side is a new contactless way for

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customers to test drive and buy a new

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car with adherence to social distancing

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practices CarMax also offers a home

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delivery op option for most of the

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customers Associates can concentrate on

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providing outstanding on-site customer

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service

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experience thanks to appointment

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scheduling guided checklist and other

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workflows now when someone books an

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appointment for a test drive online it

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triggers a workflow that ensures the car

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is checked clean comfortable and ready

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to drive the buying experience becomes

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seamless too so customers can save time

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by completing most of the process online

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in advance such as getting pre-approvals

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for

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financing CarMax rolled out CarMax crite

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to the whole country to thousands of

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Associates and all its customers is in

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less than 3 weeks next it delivered

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great customer experience through

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employee experience by custom apps one

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important reason for CarMax success is

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that it puts both customers and employ

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emplo Es at the center of every decision

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CarMax redesigned its customer

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experience at a fundamental level with

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interntional relationship

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designs this involved listening to

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customers and using design thinking and

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other tools to emphatically but

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deliberatively evolve its relationship

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with customers custom apps also enhance

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experience for both employees and

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customers the company's coders benefit

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from a modern agile developers

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experience and use pre-built partner

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solutions to accelerate the time to

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market for their apps on the front end

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CarMax

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Associates have the tools and

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information they need to Delight

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customers for example when the delivery

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team learned that a customer had a new

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baby they included a gift of toys with

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the C delivery it was nice surprise for

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the

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customer that would definitely Delight

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them and all customer want a surprise

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and obviously that Delights them and the

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third is implementing change with

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acceleration since the start of the

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pandemic CarMax has gained new heights

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of efficiency as they were able to move

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and innovate faster than ever before

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customer facing Associates play a vital

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role with some included in the company's

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product team this ensures development

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initiative addresses user pinpoints from

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the beginning and meaningful testing and

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training starts early as a result it now

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takes days not months to train a staff

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when a new capability or app is rolled

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out it is a combination of people

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culture and technology that enabled this

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rapid change and allowed CarMax to

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continue to reimagine the future of car

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buying Carmax have always had an amazing

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culture of innovation

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and Entrepreneurship but lately when

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they brought in a lot of digital native

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characteristics it actively binded all

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of the three things and made it operate

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like a true digital technology company

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now let us look at what is AI so what is

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artificial

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intelligence it is the study of methods

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for making computers behave

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intelligently so artificial intelligence

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is study and design of intelligent

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agents intelligent agent is an AI

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program that perceives its

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environment perceives its environment

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take actions autonomously in order to

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achieve

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goals and may improve the performance

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with learning or may use knowledge now

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let us look at when and where it

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started so in 1945

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whenever Bush suggested machine scan

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thing Concepts then in

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1950 alen touring suggested the

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machine's ability to take

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decisions and in 1956 the term

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artificial intelligence was first used

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by mcarthy and the darmor workshop in

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1967 wot project in Vasa Unity

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Japan in 1989 Cari melon University's

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Hightech and deep

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thought in 1997 de blue supercomputers

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beat the world chess

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champion in 2000 deep learning big data

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and artificial in general intelligence

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came into being in 2010 access to large

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amounts of data that is big

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data and in 2016 AI product Market

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reached $8

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billion so in Broad perspective

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it can be categorized as weak AI that is

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suggestions are based on past data and

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strong AI that imitates common sense so

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weak AI giv suggestion that is that are

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based on the past data while strong AI

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it imitates common sense now because it

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imitates common sense that is why it is

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called as strong AI we AI consists of

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system designed to do one particular

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particular job it refers to system that

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are programmed to accomplish a wide

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range of problems but operates within a

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predetermined or predefined range of

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functions we have lived with v a for a

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while now vki system includes video

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games such as chess where the end result

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is winning the game and a personal

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assistant such as Google uh such as

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Amazon Alexa and Apple Siri you ask the

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assistant a question it answers it for

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you Pandora is very good at choosing

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what music you might like based on the

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sort of music you liked before Amazon is

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pretty good at guessing what if you

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brought this you might like to buy

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that Google Alpha go beat go world

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champion Lee sidol in March 2 2016

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another AI system that is DP

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stack beat experts at No Limit Texas

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holding them poker but one of those

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systems can do anything else they are

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weak next comes a strong AI a strong

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artificial intelligence consists of

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systems that carry on the task

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considered to be

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humanik so when it moves the AI is

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moving towards

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human then it is called as

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strong a strong AI is that which thinks

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like human draws on General Knowledge

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imitates Common Sense threatens to

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become self-aware and take over the

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world these tend to be more complex and

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complicated

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system they are programmed to handle

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situations in which they may be required

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to solve problem without having a person

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to

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intervene these kind of systems can be

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found in applications like s

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self-driving cars and Hospital operating

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rooms so to conclude in this module we

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continued the discussion from module one

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regarding marketing evolution in

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versions 4.0 and

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5.0 we have discussed about the impact

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of new age Technologies on

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marketing we have understood how CarMax

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used AI to enhance their business

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operations and finally we have discussed

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the categorization of AI into its

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stronger and weaker versions and these

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are the books from which the material

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for this module was taken thank

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[Music]

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you

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[Music]

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a

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Related Tags
Artificial IntelligenceMarketing StrategiesCustomer ExperienceMarketing 4.0Marketing 5.0Technology ImpactAI CategorizationCarMax Case StudyOmni-Channel ExperiencePredictive Marketing