The Digital Customer Experience Blog

Your source of insights for a successful digital transformation.

Marketing and Soft (vs. Hard) Data – 4 Ways To Empower Your Strategy

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One-to-one marketing is a strategy of customer relationship management that relies on the personalization to foster customer loyalty and make a better return on marketing investment.

The idea behind it is that one size doesn't fit all when it comes to communication; so, treating each person differently is essential to be convincing, persuasive, and effective. To empower your strategy, in fact.

This is true between Brands and customers as much as between human beings. But, while people's capability to adapt their communication depending on the interlocutor is potentially endless, determined by their social and empathic skills, Brands often do not have this ability.

To some extent, this is due to what kinds of data Brands possess about customers, which are incomparably lower - in the number and types - compared to those that people have or can get.

“Demographic and behavioral information only give marketers part of the story they need to effectively segment a customer base. The problem with both of those types is that they do not tell us why people are doing things, which, as marketers, is the most important thing for us to know.” (Susan Baier)

By using only socio-demographic data, all customers that fall in a specific category (i.e. new moms, Millennials, Londoners) would be marked identically. These are necessary information but, taken alone, will lead you to a vague image of your customer, and few indications as to whether they will be interested in your product.

Adding “soft”, subjective and qualitative data to traditional “hard”, socio-demographic data like age, location, and economic status enables the understanding of who your customers truly are and why they make certain choices, so that you could envision what they will appreciate most and how they will behave in the future.

We are talking about customer attitudes, aspirations, values, lifestyle, and personality - so relatively stable information - on the one hand, and about their feeling, perceptions, and emotions - which are temporary and contextual - on the other.

Unlike hard data, soft data are not readily available. To find them, you have to dig a bit deeper into the virtual and physical touchpoints where your relationship with customers takes place.

What are these touchpoints? Here are four that represent optimal sources of soft data.

SOCIAL PROFILE
The social profile is undoubtedly where you can find the most heterogeneous information about a user: images, videos, text posts, self-descriptions, likes, comments and content sharing offer a comprehensive picture of a user's interests and way of thinking, but also of his/her hobbies, lifestyle, and personality.

WEBSITE AND ECOMMERCE
The massive amount of data resulting from a user's behavior on your brand's website and eCommerce can be analyzed and interpreted at different levels of depth. For example, for a fashion brand, information can go from what the user has purchased to what are his/her own style and emotional relationship with clothing.

STORE
If you think that customer analytics have to do only with your digital properties, you are wrong! By recognizing biometric and audio cues with in-store analytics solutions, you can identify customers’ in-the-moment feelings and state of mind.

For example, facial recognition technology and GSR sensors can be used to show:
• What areas of your store are most engaging
• Whether and when customer feel stressed or disengaged within your store
• What products and elements are most appealing
• What emotional reactions your store layout and your shop window generate

CONVERSATIONAL INTERFACES
Today they are almost exclusively employed as customer support tools, to answer simple questions and provide guidance in well-circumscribed domains, but conversational interfaces (the so-called “chatbots”) can potentially become much more.

If put in the role of "virtual interviewers", they become a new tool to perform market research, both quantitative - by administering a structured questionnaire - and qualitative - applying natural language processing to open questions.

What is important to be aware of is that your online and offline properties can offer much more insights than you already collect, and these insights can help you build a picture of your customers as "people", not just consumers.

Moreover, analyzing these soft data with artificial intelligence techniques enables you to build predictive models of consumer behavior and individual traits. Then, applying them to your content delivery system allows you to personalize messages, offers, and experiences based on the unique features of each customer, thus taking your one-to-one marketing to the next level.

Photo by Dương Trần Quốc on Unsplash

Download The 7 Pillars Of The New Customer Loyalty to define the foundations on which to build your engagement and loyalty strategy, create innovative experiences and establish a lasting and valuable relationship with your customers.

Nudge Marketing: 3 Psychological Strategies to Grow Your Business

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We are not always rational beings. Most of the times, we make decisions on an irrational basis, and afterward, we look for logical explanations to justify them.

The same as consumers. Our emotional states and moods play a fundamental role in determining our preferences and choices so that leveraging on these subconscious drivers becomes an excellent way for marketers to promote desired, more valuable behaviors.
In this scenario, nudging may make your marketing more powerful as it shifts the focus towards subtly creating new habits rather than explicitly asking consumers to do something with the promise of 'extrinsic' rewards - usually financial - such as discounts or prizes.

Most of you probably already know what 'nudging' is: a method that uses positive reinforcement and indirect suggestions to influence people's behavior, thus making a certain choice easier than an alternative path without the person actively being aware of it.

But, perhaps, fewer know what nudging is NOT:
- A substitute for marketing, which compliments but not replace. Simply put, marketing makes the need salient and creates the desire while nudging facilitates the follow-through.
- A way to mislead or confuse the consumer. Instead, it should be transparent to be effective.
- A trap or a manipulation, as opting out of nudging should be as simple as the tap of a button.

If McDonald’s employees are trained to offer only medium or large options to customers when taking orders for drinks and desserts and emit the small alternative unless the consumer explicitly asks for it, this is a 'bad nudge'.

We see a lot of bad nudges in advertising, sales, and human relations in general.

Good nudges, on the other hand, are those that benefit the person - whether it is the consumer or citizen - not (only) your business. And there are countless examples out there too: many schools in the USA are using nudging to move students towards healthy choices, as well as to improve learning and academic outcomes; some virtuous companies are applying similar strategies to promote a safer workplace culture; and the UK government has its dedicated Nudge Unit to encourage people to make better choices for themselves and society.

So, how can you harness the power of good nudge to grow your business too? Look at these 3 examples of easy-to-implement strategies.

COGNITIVE EASE

It is pretty intuitive. Our brains are lazy, and we are less likely to do something if we think it’s going to be hard – whether it’s losing weight, quitting to smoke, buying a product or signing up for a service.

One major reason is that perceived difficulty undermines people's self-efficacy - the belief in someone's capacity to execute behaviors necessary to achieve specific goals.

On the contrary, the perception of ease can be a powerful nudge towards engagement and purchasing, as it enhances consumers' self-efficacy and their intention to move on.

This way, Zipcar managed to go over a major barrier to car share use - the belief that shared cars are scarce and hard to find - by subtly showing to users on its website's map how easy a Zipcar is to find and use.

OPTION RESTRICTION

It may seem counterproductive, but streamlining your offer can help you increase conversions as you nudge customers towards making a decision, rather than being paralyzed by too many options.

For example, having too many social share buttons in a webpage or too many form fields in a drop-down menu cripples users' decision making, thus decreasing conversions.

The same happens in the offline world. An experiment conducted by the New York Times in a grocery store on two different Saturdays found that, after exposing 24 different flavors of jam on the first day and only 6 on the second day, purchases increased from 3% to 30%, meaning that the store sold 600% more jam by just reducing the set of options.

INTERNAL CONSISTENCY

Once we make a choice or take a position, we feel the need to behave consistently with that commitment.

That is notoriously what door-to-door salespeople rely on: they ask a series of 'easy-to-answer-yes' questions (such as ‘Do you think that a more comfortable bed could improve the quality of your sleep?’) and, once you’ve said yes to one, it becomes harder to say no to the next. They managed to get in; that's why this technique is called 'foot-in-the-door'.

Petitions rely on the same principle because agreeing to take part sets people up to make a more significant commitment further down the line, from a simple signature to event participation and financial support.

Nudging works most effectively when it is used for good, creating a “win-win” situation for both companies and individuals.

We've seen examples here that make one thing clear: nudging holds the potential to move the marketing paradigm towards a proper understanding of the subconscious drivers of consumer behavior. But it is equally clear that it works most effectively when used to create a win-win situation for both companies and individuals.

If this belief becomes a premise, the current distinction between good and bad nudging will turn into a separation of what is nudging from what is not. And naturally, this is our hope.

Photo by Caleb Frith on Unsplash

Download The 7 Pillars Of The New Customer Loyalty to define the foundations on which to build your engagement and loyalty strategy, create innovative experiences and establish a lasting and valuable relationship with your customers.

Ethereum – How The Blockchain Is Leading The Way To The Future Of Business

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Blockchain is certainly one of the most hyped words of the last couple of years. Everybody is talking about blockchain - often confusing it with the Bitcoin - and how this technology may change our world, and the way we do business, in the next future.

Decentralization, transparency and ledger immutability are among the promises this disruptive technology intends to fulfill. At the same time blockchain technology is still in its early stages of development. This is the first in a series of articles dedicated to this fascinating - but in some respects still very obscure - topic.

Among many blockchain networks already live, Ethereum is surely one of the most interesting and promising. From a technological standpoint Ethereum has been praised also by the Chinese Government in a recent assessment of blockchain networks.

Ethereum is a decentralised virtual machine empowered with blockchain technology on which developers and companies will deploy smart contracts and has the potential to become one of the cornerstones of 2.0 web architecture.

One of the major obstacles faced when analysing blockchain networks is that in most cases there aren’t comprehensive reports that take into account all the primary/material aspects required to assess multidisciplinary architectures such as Ethereum (IT, financial and legal analysis among others).

Many different elements shall be taken into account (such as the ecosystem the relevant blockchain network intend to deploy, the composition of the development team and the use of the funds raised in the context of the ICO) in order to have a comprehensive and useful framework to understand such projects.

Furthermore, following the issue of the white paper, many projects rely on blog posts, webinars and interviews to inform their communities about the progress in the roadmap; gathering and reshaping the information in an easy-to-read document is certainly not an easy-to-do task.

If on the one side one of the most common buzzwords among the blockchain / cryptocurrency community is “DYOR” (do your own research) on the other side most of the potentially interested people and companies do not have the time, knowledge and/or resources to do their research on a myriad of projects. In fact, DYOR means to carry out your own due diligence for each project, and if due diligence is not your core business it is likely that this will take a lot of time and effort.

Black Swan DAR is issuing a series of professional reports on blockchain networks that focus on smart contract deployment (such as Ethereum). Due diligence is an investigation and analysis activity carried out by third party independent professionals to evaluate risks and opportunities underlying a transaction.

All the reports are drafted under the same framework, in order to make comparative analysis easier and intuitive. The Ethereum report is divided in 10 different sections related to, inter alia, the ecosystem, the token and its function within the blockchain network, the team, the use of proceeds from the ICO, strategic partners, etc..

The first section of the report is an executive summary, in which the most significant issues and red flags arose out of the due diligence process are gathered. For example, with respect to Ethereum, Black Swan DAR notes that:

(i) Ethereum is an open source multi-layered project which purpose is to create a flexible and distributed platform for decentralized applications (so-called dApps) and smart contracts; the project is open source and is community-driven, with the Ethereum Foundation acting as the leader.

Ethereum combines a generalized peer-to-peer networking platform with a blockchain architecture to deliver a decentralized consensus-based, full-stack platform for developing, offering and using smart contracts and dApps. In order to achieve the flexibility required to deploy smart contracts of any kind Ethereum has a built-in fully fledged quasi-Turing-complete programming language;

(ii) the Ethereum framework includes several different components that, together, are the foundational layer for smart contracts deployment. Among the core components of the framework it is opportune to name, among others, the cryptographic tokens, the address system, the network of validators (miners), the consensus algorithm, the blockchain ledger and the Ethereum virtual machine;

(iii) as Ethereum is a general purpose, programmable, blockchain network, its reference market is the aggregate market for all blockchain applications, including dApps and smart contracts that may be developed over time;

(iv) scalability is perhaps the main issue related to blockchain projects, including Ethereum. The scalability issue was envisaged to be solved in 2017 with the implementation of the PoS (proof of stake) consensus algorithm. Unfortunately, the debate about whether to proceed with PoS and how to build the consensus algorithm is still open, and there is no clear solution planned for the road ahead.

Other sections of interest are surely the section related to the Ethereum ecosystem, in the context of which a thorough analysis of the project is carried out, the section related to the token, in which the function and value of ETH are explained, and the section related to the strategic partners of the projects, useful to understand which players are entering the playing field to support Ethereum.

It might be a breakthrough technology but it is safe to say that, today, the blockchain looks like teenage sex: everyone talks about it, nobody knows how to do it, everyone thinks everyone else is doing it and so claims to do it. These free reports can help you understand what the fuss is all about, and how you can do it safely and productively.

DOWNLOAD THE ETHEREUM REPORT

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Photo by Mike Kononov on Unsplash

Neosperience at Think 2018 – Strengthening Customer Engagement With Artificial Intelligence

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What is the key to building a successful organization in the digital age? It will be discussed at Think 2018, the week-long event organized in Milano by IBM, a real journey through the world of cloud and artificial intelligence.

Dario Melpignano, CEO of Neosperience, illustrates how companies need to use technological innovations to build personal and useful relationships with their customers. The event is scheduled for Wednesday, June 6 at 15:30 with the panel "Strengthening Customer Engagement with Artificial Intelligence".

The disruptive power of the digital transformation has involved - sometimes with overwhelming effects - every industry and internal function of the organizations. The smartphone, at the forefront of this innovative process, has stopped being a simple channel, to become a real proxy of the customer.

The path of change towards digital and emerging technologies has forced Brands to move towards an increasingly customer-centered model. Working on customer engagement means precisely this: delivering personalized customer experiences, overcoming the problems that derive from the fragmentation of tools and channels.

People don't care how much you know until they know how much you care.” With this famous phrase, Theodore Roosevelt had already exemplified the value of the customer experience well before the actual start of the digital revolution. You will never be able to engage and retain your customers if you do not know them in the first place.

As a matter of facts, accelerating digital transformation means adopting a mobile-first approach, identifying insight in real time and using this information to build and strengthen the empathic relationship with the customer. This translates into the development of personalized experiences that retain and increase the value of the Brand.

The future of customer engagement, with a focus on the crucial role of Artificial Intelligence, will be the heart of Dario Melpignano's intervention at Think Milano, in a panel moderated by Dicran Babayantz, IBM Watson Customer Engagement Business Unit Leader Italy.

Here is the complete agenda of the round table:
Wednesday, June 6 from 3.30 PM to 5 PM - Hall III

Campus:
Cloud & Data / Artificial Intelligence for Business

Speakers:
- Dario Melpignano, CEO at Neosperience, "visionary" and Mobile Digital Business pioneer for USA-Europe
- Laura Iacovone, Mktg Professor in Competitive Analysis Consumer & Shopping Behavior and Advertising
- Alessandro De Biasio, Partner and Board Member, Head of Strategy and Innovation Practice The European House Ambrosetti
- Alessia Scarpocchi, Mktg Director Apoteca Natura Strategies & Web Aboca Group

For further information about the agenda and to register, please head to Think 2018 official page.

TNW Conference – How the Softer Side of AI Will Unlock the Power of DCX

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May 24 and 25, 2018, Amsterdam, The Netherlands: the future of technology was there, at the TNW Conference 2018

, the award-winning 2-day European festival dedicated to innovation, marketing, communication, and creativity.

With 19 tracks of content, a huge variety of topics was covered: Artificial Intelligence, Machine Learning, and Deep Learning changing companies' businesses; Design thinking transforming our work and helping us solving complex problems: new Marketplaces growing retailers' e-commerce exponentially; Virtual and Augmented Reality making physical and digital objects coexist simultaneously; and many others.

In this wide range of specialties, what are the key insights for the digital experience leaders? Here are the three main trends we have observed.

Artificial Intelligence will turn into Emotional Intelligence
Opening the 'Machine: Learners' track, Cassie Kozyrkov, Chief Decision Scientist at Google, shares her thoughts on the decision intelligence engineering, the emerging discipline that focuses on using ML and AI to improve companies’ businesses.

In a statement, she has captured the attention of the entire audience: 2030 will be the age of emotional intelligence. The Human-AI symbiosis that will take place in the next years will shape the way brands connect with customers across all digital and physical touchpoints, making their relationship closer, personal and intimate.

That will become possible thanks to the ability for Machine Learning and Deep Learning to foster and advance brands' social skills, enabling them to change their communication style depending on what customers’ emotions and reactions are.

If the customer is in a hurry and impatient, or anxious and stressed out, brands will be ready to deliver a different experience than if s/he's calm and relaxed; just like a good seller does when dealing with customers in the store.

Context-aware Artificial Intelligence unlocks the power of Customer Experience
In a world where customer expectations are constantly evolving, 89% of companies believe that customer experience will be their primary basis for competition (Gartner, 2015). That is how Adrian McDermott, President of Products at Zendesk, started what has been one of the most eye-opening speeches of the event.

Artificial Intelligence solutions can help companies to increase customer satisfaction by providing:

- Automation, which removes repetitive work - think of an answer bot instead of a customer service professional).
- Recommendation, that uses content cues to inform decisions customers make - by offering, for example, the right information and help at the right moment.
- Prediction, able to spot trends that humans can’t see - such the expected customer satisfaction, the probability that a customer will become loyal to your brand, or that s/he will recommend your product to others.

Over the coming years, these three AI-based levers will allow leading companies to:

- Embrace a people-first approach, which means, capturing the customer behind the analytics and beyond purely objective data such as demographics.
- Adopt a growth mindset, by figuring out what their customer segments look like and A/B testing what kind of interactions they should activate across those segments.
- Deliver seamless omnichannel experiences and context-based conversations with customers, to close the gap with customers' habits and make them live comprehensive shopping experiences.

Digital communication will move to dialogue
By 2020, the average person will have more conversation with their bot than with their spouse (Gartner, 2016). What is certain is that, within the next few years, having a bot in your app and website will go from being an optional nice-to-have to an essential must-have.

If misdesigned, however, you’ll have a frustrating user interface that will drive your customers away, explains Purna Virji, Senior Manager of Global Engagement at Microsoft. Convinced that we can do much better than state of the art, she reveals us the key principles of designing conversational AI; those that she calls the "4 C's":

A. Clarity.
Mind your language, create a conversational flow and see what sounds natural. To avoid "robotic" perceptions, write for the ear and not for the eye, as the right words to create engagement and trust are not those beautiful to read but those that are nice to hear.

B. Character.
People prefer a virtual agent with an easy-to-perceive personality: it can be warm, formal, or even funny ... For example, if a customer says “thank you” at the end of a conversation, a professional bot will reply “you’re welcome,” while a more empathic bot can answer “you bet!”, and a very friendly one can say “no prob.”

But be careful: do not fall into the trap of turning the bot into a fake human. The goal isn’t for the customer to think they’re talking to a real person, so it’s best if the bot is easy to get to know, with a specific personality, but still clearly a bot.

C. Compassion.
Stepping into your customers’ shoes and making your user interface better understand and resonate with them is probably the most struggling point for today's bots. Think, for example, of their common reactions to small talk.

Even though encountering small talk is pretty common for a bot, that's where conversation often breaks. Quite simply, if a customer says "tks" instead of "thanks" it is pretty common to see the bot reply "Sorry. I do not understand”. Thus, building small talk scenarios becomes essential to avoid the embarrassing “Sorry I don’t understand.”

D. Correction.
There are lots of ways to correct an error without having to say "Sorry." One possible strategy, which also promotes sales, is to offer alternatives: if a customer asks for ordering red tulips, but these are unfortunately out of stock, instead of saying "Sorry, we are out of stock of red tulips" the bot can reply "We’re out of red tulips, would you like yellow or orange tulips instead?". After all, is that not what a good seller would do?

To conclude, this year's edition of the TNW Conference has given us significant insights that we can bring to the Digital Customer Experience environment. If “the world is machine readable,” as stated by Kevin Kelly, Co-founder of WIRED, during his compelling speech, we can add that it should be the same for customers, and for the way they think, feel and behave towards brands.

But - citing McDermott's words - “Oil has no value as you can’t extract energy from it. The same is for data. They have no value as you can’t extract knowledge from them.

That is why companies need to learn how to use Artificial Intelligence solutions to understand who their customers truly are, and thus build better products and experiences, designed for humans.

Download The 7 Pillars Of The New Customer Loyalty to define the foundations on which to build your engagement and loyalty strategy, create innovative experiences and establish a lasting and valuable relationship with your customers.

MIT Predicts The 10 Breakthrough Technologies For 2018

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When you talk about the future of technology, you have two different approaches. The first one is to look into the distance the way Sci-Fi writers do, working with the imagination to push the boundaries of what the human mind can create.

The second approach is to aim at a closer target, looking at what is already going on. This is exactly what the MIT does with its annual prediction of the 10 breakthrough technologies that will lead the evolution of business and society, starting from today.

The list has been published in the recent March/April release of the MIT Technology Review magazine, the reference point for everyone interested in knowing what’s coming next. This top 10 includes the technologies believed to make the most impact over the next 12 months.

"This is our attempt to alert our readers: These are the technologies that you really need to or should pay attention to next year, and also going into the next few years," MIT Tech Review's editor David Rotman told Business Insider.

What does it mean ‘breakthrough’? Scrolling through the previous 17 editions of the list, you can find a few key benchmarks for defining this term: mass commercial use, foreseeable mass commercial adoption and, most of all, the profound impact on our lives.

With the words of Gideon Lichfield, editor in chief of MIT Technology Review, “our annual list of 10 world-changing technologies invariably defies attempts to find an overarching theme. But a look back at the past few years shows a trend: we’re including more and more advances in artificial intelligence”.

There is no doubt that the AI will play - and is already playing - a huge role in the development of many aspects of our lives: the way we communicate and build relationships; how we work and find jobs; the strategy of businesses and organizations; how we take care of our health; the way Brands personalize the customer experience to appeal people's uniqueness.

3D METAL PRINTING

While 3D printing has been around for a while now, printing objects in other materials than plastic has been quite a dream (an expensive one). Now we are moving towards the ability to create large, intricate metal structures on demand; something that could revolutionize manufacturing, a new era for the 4.0 Enterprise.

ARTIFICIAL EMBRYOS

With the embryos, we face a topic hotly debated for its ethical and philosophical problems. And yet the research is moving faster than legislation and political debate. For the first time, researchers have made embryo-like structures from stem cells alone, without using egg or sperm cells, thus providing a new understanding of how life comes into existence.

SENSING CITY

For years we have heard about the smart city, but it is now time for an even smarter smart city. In Toronto, Alphabet’s Sidewalk Labs are already implementing sensors and analytics in order to rethink how we build and live cities. Sensing cities could make urban areas more affordable and citizen’s friendly.

AI FOR EVERYBODY

Artificial Intelligence is the next big thing in technology; there is no doubt about that. The only brake to its full application has always been the high costs of development. But now cloud-based AI is making the technology cheaper and easier to use, opening the market to many more companies.

DUELLING NEURAL NETWORKS

Right now the Artificial Intelligence can learn and identify things based on the processed data, but what if it could also have an ‘imagination’? Companies such as Google Brain, DeepMind and Nvidia are now matching two AI systems that can help each other to create original images, and generate something akin to a sense of imagination.

BABEL FISH EARBUDS

Google's omnipresence in this list shows that the company is not ‘just’ a search engine anymore. The Pixel Buds show the promise of near-real-time translation. The technology is still young and clunky, but it could help overcome the barrier of communication in an increasingly global world (in the wake of The Hitchhiker’s Guide to the Galaxy).

ZERO-CARBON NATURAL GAS

The brand new smart city requires a different approach to energy supply and distribution. The answer could be in a new approach to natural-gas plants, made to efficiently and cheaply capture carbon released by burning natural gas, thus avoiding greenhouse emissions.

PERFECT ONLINE PRIVACY

The most urgent issue of the digital era is the use (and abuse) of personal information. As shown by the Cambridge Analytica affair and the GDPR legislation, the road to the perfect online privacy is still long, but blockchain could help to make it faster. Computer scientists, in fact, are perfecting a cryptographic tool to carry out transactions without revealing any more information than necessary.

GENETIC FORTUNE-TELLING

Our destiny is written in our genes. This is science, not science fiction. The study of the genome can help scientists understand and predict diseases and human traits. DNA-based predictions could be the next significant public health advance, but will also pose an ethical problem. Will the next evolution of discrimination be based on genetics?

MATERIALS’ QUANTUM LEAP

What is the next step in the evolution of computing? Quantum computing seems to be the correct answer, as recently shown by the use of a quantum computer to model the electronic structure of a simple molecule. Understanding molecules will allow chemists to design more effective drugs and better materials, but the prospect of a new wave powerful computers comes with a question: What should (and could) we do with so much power?

Photo by Billy Huynh on Unsplash

Download The 7 Pillars Of The New Customer Loyalty to define the foundations on which to build your engagement and loyalty strategy, create innovative experiences and establish a lasting and valuable relationship with your customers.

The Digital Customer Experience Blog

This site, published by Neosperience, overviews the advancements of digital customer experience in marketing, technology and society. Neosperience Cloud is the technology platform to create engaging experiences for your customers that drive ongoing loyalty to your brand, and faster paths to purchase. It is the choice of the best companies in the world, Winner of the most prestigious global awards across many industries: Automotive, Communications, Media and Services, Consumer Products, Retail and Distribution, Fashion, Luxury and Beauty, Financial Services, Healthcare, Utilities, Government and Infrastructure, Travel and Transportation.

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