Der Bestsellerautor und Geschäfts renommierter KI-Experte Bernard zeigt, wie sterben Technologie des maschinellen Lernens das von Unternehmen verändert. Das Buch bietet einen Überblick über einzelne Unternehmen, beschreibt das spezifische Problem und erklärt, wie KI die Lösung erleichtert. Jede Fallstudie bietet einen umfassenden Einblick, der einige technische Details wichtige Lernzusammenfassungen enthält.
Marrs Buch ist eine aufschlussreiche und informative Untersuchung der transformativen Kraft der Technologie in der Wirtschaft des 21. Jahrhunderts.
Bernard Marr is a world-renowned futurist, influencer and thought leader in the fields of business and technology, with a passion for using technology for the good of humanity. He is a best-selling author of 20 books, writes a regular column for Forbes and advises and coaches many of the world’s best-known organisations. He has over 2 million social media followers, 1 million newsletter subscribers and was ranked by LinkedIn as one of the top 5 business influencers in the world and the No 1 influencer in the UK.
Bernard’s latest book is ‘Business Trends in Practice: The 25+ Trends That Are Redefining Organisations’
Bernard Marr ist ein weltbekannter Futurist, Influencer und Vordenker in den Bereichen Wirtschaft und Technologie mit einer Leidenschaft für den Einsatz von Technologie zum Wohle der Menschheit. Er ist Bestsellerautor von 20 Büchern, schreibt eine regelmäßige Kolumne für Forbes und berät und coacht viele der weltweit bekanntesten Organisationen. Er hat über 2 Millionen Social-Media-Follower, 1 Million Newsletter-Abonnenten und wurde von LinkedIn als einer der Top-5-Business-Influencer der Welt und von Xing als Top Mind 2021 ausgezeichnet.
Bernards neueste Bücher sind ‘Künstliche Intelligenz im Unternehmen: Innovative Anwendungen in 50 Erfolgreichen Unternehmen’
20 September 2022
Marketing is one of the areas of business operations where it is widely predicted that artificial intelligence (AI) will drive enormous change. In fact, a McKinsey study found that, along with sales, it is the single business function where it will have the most financial impact. This means that if you’re a marketer and you’re not using AI, you’re missing out on the benefits of what is possibly the most transformational technology.
Actually, though, the chances that there are people out there doing marketing today and not using AI in any shape or form is somewhat unlikely. This is simply because there are so many tools with AI features that we are used to using without even thinking about it. The most frequently used social and search engine advertising solutions, email marketing platforms, e-commerce solutions, and tools designed to assist with content creation all provide functionality that taps into what we refer to as “AI” in business today. To be clear, this isn’t what we think of as “general” AI – machines that have the capability to think and communicate like us and turn their hands to just about any task. In business today (and in marketing in particular), AI refers to software that helps us to carry out one particular job – such as identifying where to place advertising in order to maximize efficiency or how to personalize an email to increase the likelihood of receiving a reply – and get better and better as it is exposed to more data.
However, it’s my experience that, while there may be many tools out there and most marketers are increasingly comfortable with using them on a day-to-day basis, it’s often done in an ad-hoc manner. Many marketing departments still lack a coordinated, strategy-focused approach to implementing bigger projects. Just as importantly, many are lagging when it comes to fostering an AI-friendly, data-first culture as well as developing competencies and upskilling in order to meet the skills demand.
Paul Roetzer, founder and CEO of Marketing AI Institute and author of the new book ‘Marketing Artificial Intelligence’, told me that this is true in his experience too. In fact, when recently setting out to check up on his own hunch by searching for mentions of AI terminology in connection with 50 of the world’s top chief marketing officers, he found that only four of them had spoken publicly or been connected with their use of AI.
“My question was, who is leading this? Who is doing this within marketing?
So, what we found was the industries that have a lot of data and a need for heavy personalization, and intelligent automation of their operations have been doing AI for probably the last decade – healthcare, financial services – but doing it within the operations of their business, not within marketing and sales.
“But those same industries have a strong need for personalization, better customer experiences, better predictability of outcomes, the reasons you’d use AI. But generally, at a macro level, we are extremely early in the understanding and adoption of AI …; that is my perception.”
So what are the most exciting opportunities when it comes to using AI in marketing, and where are they already being tapped?
Advertisers face the perennial problem of working out how best to place adverts in order to achieve the most bang for their buck.
Facebook and Google are the biggest online advertising platforms, and they both offer tools that work by combining audience segmentation with predictive analytics. Segmentation splits customers into groups according to characteristics – gender, age, income level, interests, for example, and potentially an infinity of others. Predictive analytics works out which of these groups a particular product or service is most likely to appeal to. Facebook, Google, and all of the other platforms that offer advertising functions then allow businesses to target thousands of potential customers with multiple different versions of advertising materials in order to measure and assess their effectiveness. With traditional methods of advertising such as television, newspapers and magazines, it’s very difficult to attribute sales growth to advertising content, placement, or external factors. AI-driven advertising tools and platforms make this a doddle – but are most effective when used as part of a coordinated AI marketing strategy, taking in the other areas of marketing covered here!
Public relations used to focus on the challenge of getting coverage of products and services into mainstream and specialist media publications. In today’s online world, the media landscape has exploded, offering opportunities to promote brands directly through social media as well as via influencers and third-party content creators, sponsored and unsponsored. But how do you know where to find the best influencers to bond and cultivate relationships with?
Here once again, AI can help by matching products with people who have cultivated audiences that are likely to be synched to a brand’s appeal and values. Some uses of AI in this field of marketing involve taking things a step further though, such as AI-generated influencer Lil Miquela who has used chatbot technology to create an entirely digital persona. Despite the fact she doesn’t exist, millions of followers consider her an arbiter of style and are happy to go along with her recommendations, meaning she can earn a hefty fee from brands like Calvin Klein and Prada.
Writing press releases, shaping external messaging points, and researching the best outlets (online or digital) for gaining coverage are other PR tasks that can all be augmented by AI.
“Content is king” has been accepted wisdom in marketing departments since the dawn of web2.0 and the rise of user-generated content platforms (including social media). But what content is king? And where should we put it? How often, how in-depth or simplified … quite simply, how do we make sure our content achieves our aims of establishing our brand, positioning ourselves as experts or authorities in our field, and, of course, eventually generating sales and leads?
Well, one option is to use AI. Buzzfeed is one of the biggest content-driven sites in the world, and Roetzer has examined how it uses AI to drive every aspect of its operations, such as determining the odds of a particular piece of content going viral, suggesting what content visitors would like to see, and automating the routine aspects of publication such as keyword selection, categorization, and personalization. What marks out Buzzfeed as a truly AI-driven content outlet is its strategy-focused approach where every piece of content as well as every user interaction is measured and optimized for insights that can then be put to work anywhere within marketing operations.
Email marketing is often about tweaking headings, scheduling, and copy in order to impact those all-important open and click-through rates. Small differences in the language that is used can make the difference between an email getting identified as one of the 148 billion spam emails sent each day and snared by a filter or making its way through to the intended recipient at a time when they are open to suggestions on what they should buy.
A large number of AI-powered tools exist to help with these tasks, such as Phrasee, which automates the creation of subject lines; Seventh Sense which optimizes the timing of mailshots; and rasa.io, which makes it easy to create personalized newsletters.
Whether AI achieves the potential that clearly exists depends on businesses coming to understand the need for a coordinated and strategic approach to marketing AI implementation. It should be clear enough how the different use cases I have mentioned above can be useful in isolation. But the real value is unlocked when we start using them together, with the aim of answering our most pressing questions, influencing our most important metrics, and achieving key business goals.
Roetzer tells me “It’s this tricky spot because a lot of business professionals still see AI as some kind of abstract, sci-fi thing – I don’t think they understand that it’s extremely approachable, you can test AI today – find a tool for $19 per month and try it … it’s not something where you have to spend six months preparing a pilot project”.
However, what you do need is people – and more specifically, people with the relevant skills. Most marketing departments outside of large enterprise companies won’t be appointing dedicated, specialist data scientists – and neither should they need to.
As a company goes through the ongoing process of developing a data-and-AI-literate culture, it is more important that it enables people who are already experts in their particular field to upskill and understand the importance of the technology.
When it comes to those who get it totally right … “honestly, it’s hard to find,” Roetzer says.
“Either brands are doing it, and they don’t want to talk about it because they think it’s a competitive advantage – or, they’re not actually doing anything … maybe just starting to run pilot projects or find someone on their team who can lead this … it’s very hard to find the intersection of business professionals who understand what AI is capable of doing, and can apply it to real business problems and use cases.”
You can click here to check out my webinar with Paul Roetzer, CEO and founder of Marketing AI Institute, where we cover many other aspects of AI in marketing, including the questions of machine creativity and AI ethics, as well as take a look at his most recent book, Marketing Artificial Intelligence.
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