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Stratégies d'affinage LLM pour applications spécifiques au domaine.

Les stratégies d’affinage de modèles d’apprentissage machine (LLM) peuvent être appliquées pour adapter des applications spécifiques à un domaine. Découvrez comment ces stratégies peuvent améliorer vos résultats!

## Les modèles de langage larges (LLMs) sont des modèles d’intelligence artificielle (IA) avancés conçus pour comprendre la langue humaine et générer des réponses de type humain. Ils sont formés sur de grands jeux de données textuelles – d’où le nom « large » – construits sur un type de réseau neuronal appelé modèle de transformateur. Ils sont utilisés dans les chatbots et les assistants virtuels, la génération de contenu, la synthèse, la traduction, la génération de code, etc.

Testing LLMs is a crucial step in the development process. It is important to ensure that the model is working as expected and is able to handle different types of inputs. Testing can also help identify any potential issues or bugs in the model. It is also important to test the model’s performance on different datasets to ensure that it is able to generalize well.

Les modèles de langage larges (LLMs) sont des modèles d’intelligence artificielle (IA) avancés conçus pour comprendre la langue humaine et générer des réponses similaires à celles des humains. Ils sont formés à partir d’un grand nombre de jeux de données textuelles – d’où le nom «large» – construits sur un type de réseau neuronal appelé modèle de transformateur. Ils sont utilisés dans les chatbots et les assistants virtuels, la génération de contenu, la synthèse, la traduction, la génération de code, etc.

Une caractéristique remarquable des LLMs est leur capacité à être affinés. Ces derniers peuvent être formés plus avant pour améliorer leur performance globale et leur permettre d’adapter à de nouveaux domaines spécialisés, mettant en évidence leur adaptabilité et leur polyvalence.

Le test des LLMs est une étape cruciale du processus de développement. Il est important de s’assurer que le modèle fonctionne comme prévu et qu’il est capable de gérer différents types d’entrées. Les tests peuvent également aider à identifier tout problème ou bug potentiel dans le modèle. Il est également important de tester les performances du modèle sur différents jeux de données pour s’assurer qu’il est capable de généraliser correctement.

Source de l’article sur DZONE

Qu'est-ce qu'une base de données vectorielle SQL ?

Une base de données vectorielle SQL est un système de gestion de données qui permet de stocker, gérer et extraire des informations.

## Les modèles de langue larges (LLMs) ont facilité de nombreuses tâches, comme la création de chatbots, la traduction de langues, la résumé de texte et bien d’autres. Autrefois, nous devions écrire des modèles pour différentes tâches et il y avait toujours le problème de leur performance. Maintenant, nous pouvons facilement effectuer la plupart des tâches grâce aux LLMs. Cependant, les LLMs ont quelques limites lorsqu’ils sont appliqués à des cas d’utilisation du monde réel. Ils manquent d’informations spécifiques ou à jour, ce qui entraîne un phénomène appelé hallucination où le modèle génère des résultats incorrects ou imprévisibles. Les bases de données vectorielles se sont avérées très utiles pour atténuer le problème d’hallucination dans les LLMs en fournissant une base de données de données spécifiques au domaine que les modèles peuvent référencer. Cela réduit les instances de réponses inexactes ou incohérentes.

Coding is an essential part of LLMs. It is used to create the algorithms that are used to train the model. It also helps in creating the architecture of the model, which is the way the model is structured. The code helps the model to understand the data and make predictions. It also helps in optimizing the performance of the model by making sure that it is using the right parameters and hyperparameters.

Les grandes modèles linguistiques (LLMs) ont rendu de nombreuses tâches plus faciles, comme la création de chatbots, la traduction de langue, le résumé de texte et bien d’autres. Dans le passé, nous devions écrire des modèles pour différentes tâches, et il y avait toujours le problème de leur performance. Maintenant, nous pouvons facilement faire la plupart des tâches avec l’aide des LLMs. Cependant, les LLMs ont quelques limitations lorsqu’elles sont appliquées à des cas d’utilisation du monde réel. Elles manquent d’informations spécifiques ou à jour, ce qui conduit à un phénomène appelé hallucination où le modèle génère des résultats incorrects ou imprévisibles.

Les bases de données vectorielles se sont avérées très utiles pour atténuer le problème de l’hallucination dans les LLMs en fournissant une base de données de données spécifiques au domaine que les modèles peuvent référencer. Cela réduit les cas de réponses inexactes ou incohérentes.

Le codage est une partie essentielle des LLMs. Il est utilisé pour créer les algorithmes qui sont utilisés pour entraîner le modèle. Il aide également à créer l’architecture du modèle, qui est la façon dont le modèle est structuré. Le code aide le modèle à comprendre les données et à faire des prédictions. Il aide également à optimiser les performances du modèle en s’assurant qu’il utilise les bons paramètres et hyperparamètres.

Source de l’article sur DZONE

Maîtrise de l'ingénierie des modèles de langage AI.

La maîtrise de l’ingénierie des modèles de langage AI est une compétence essentielle pour les développeurs qui souhaitent créer des applications modernes.

Ingénierie de prompt, un aspect vital pour tirer le plein potentiel des modèles de langage IA

2. Testing

Testing is an important part of prompt engineering. It helps to identify any errors or inconsistencies in the instructions given to the model. This can be done by running the model on a set of test data and comparing the results with the desired output. This helps to identify any potential issues and allows for adjustments to be made accordingly.

3. Iterative Process

Prompt engineering is an iterative process. After testing, adjustments can be made to the instructions given to the model. This can include changing the wording, adding additional information, or providing more specific instructions. The process is repeated until the desired output is achieved.

Limitations of Prompt Engineering

Prompt engineering is not without its limitations. It can be difficult to write clear and specific instructions that are tailored to the task at hand. Additionally, the process can be time-consuming and requires a certain level of expertise in order to achieve the desired results. Finally, prompt engineering is not a one-size-fits-all solution and may not be suitable for all tasks.

Potential Applications of Prompt Engineering

Prompt engineering has a wide range of potential applications. It can be used to improve the accuracy of AI language models, such as natural language processing (NLP) and machine translation. It can also be used to create more engaging and interactive user experiences, such as chatbots and virtual assistants. Finally, prompt engineering can be used to develop more accurate and contextually relevant responses from AI systems.

Principes de l’ingénierie de prompt

1. Écrire des instructions claires et spécifiques

Le succès de l’ingénierie de prompt commence par fournir des instructions claires et non ambiguës. Clair ne signifie pas nécessairement une courte description. Être spécifique sur la sortie souhaitée aide le modèle à comprendre plus précisément la tâche. Par exemple, demandez à LLA d’être un expert dans le domaine que vous demandez.

2. Test

Le test est une partie importante de l’ingénierie de prompt. Il permet d’identifier toutes les erreurs ou incohérences dans les instructions données au modèle. Cela peut être fait en faisant fonctionner le modèle sur un jeu de données de test et en comparant les résultats avec la sortie souhaitée. Cela permet d’identifier tout problème potentiel et permet d’effectuer des ajustements en conséquence.

3. Processus itératif

L’ingénierie de prompt est un processus itératif. Après le test, des ajustements peuvent être apportés aux instructions données au modèle. Cela peut inclure le changement du mot, l’ajout d’informations supplémentaires ou la fourniture d’instructions plus spécifiques. Le processus est répété jusqu’à ce que la sortie souhaitée soit obtenue.

Limites de l’ingénierie de prompt

L’ingénierie de prompt n’est pas sans ses limites. Il peut être difficile d’écrire des instructions claires et spécifiques qui sont adaptées à la tâche à accomplir. De plus, le processus peut être long et nécessite un certain niveau d’expertise pour obtenir les résultats souhaités. Enfin, l’ingénierie de prompt n’est pas une solution unique et peut ne pas être adaptée à toutes les tâches.

Applications
Source de l’article sur DZONE

Réduire les Hallucinations LLM

Réduire les Hallucinations LLM est une tâche difficile, mais pas impossible. Nous allons découvrir ensemble les moyens pour y parvenir.

LLM Hallucination : Les Effets de l’IA Générative

One approach to reducing AI hallucinations is to simplify the architecture of the model. This involves reducing the number of layers and neurons, as well as reducing the complexity of the activation functions. Additionally, regularization techniques such as dropout and weight decay can be used to reduce overfitting. 

L’hallucination LLM fait référence au phénomène où de grands modèles linguistiques tels que des chatbots ou des systèmes de vision informatique génèrent des sorties non sensées ou inexactes qui ne correspondent pas aux vrais modèles ou objets. Ces faux résultats de l’IA proviennent de divers facteurs. Le surajustement à des données d’entraînement limitées ou biaisées est un grand coupable. Une grande complexité du modèle contribue également, permettant à l’IA de percevoir des corrélations qui n’existent pas.

Les grandes entreprises qui développent des systèmes génératifs d’IA prennent des mesures pour résoudre le problème des hallucinations de l’IA, bien que certains experts pensent que l’élimination complète des faux résultats ne soit pas possible.

Une approche pour réduire les hallucinations de l’IA consiste à simplifier l’architecture du modèle. Cela implique de réduire le nombre de couches et de neurones, ainsi que la complexité des fonctions d’activation. De plus, des techniques de régularisation telles que le dropout et le déclin des poids peuvent être utilisées pour réduire le surajustement.

Source de l’article sur DZONE

As we move into 2023, there are an increasing number of ways companies can engage with their customers. And as the number of apps, browser extensions, social media feeds, newsletters, vlogs, and podcasts grows, you can be forgiven for thinking that websites are a little less essential than they were in say, 2021.

However, the truth is that websites remain an irreplaceable part of the digital landscape and they will continue to be into 2023 and beyond.

Websites, as the keystone of a centralized, privately run digital experience couldn’t be more relevant. Unlike competing technologies, websites allow almost total control of their source code, and that provides an opportunity for skilled designers and developers to compete against the biggest names in their clients’ industries in a way that simply isn’t possible in tightly governed systems like social media.

Not only does quality web design help businesses increase their traffic, but it can increase the quality of that traffic; an attractive and user-friendly web page will encourage web users to stay on the page longer, and explore more of the content it links to.

Websites vs. Social Media

For many brands, the option they turn to for connecting with customers is social media. Particularly platforms like Facebook and Instagram. While billions of us are happy to while away our free time on social media, it’s not a great platform for informed decision-making or task fulfillment. For any form of productivity, websites are superior:

  • Flexibility: Websites can be customized to suit a company’s vision and values, whereas social media tends to magnify accounts that reflect its own values.
  • Ownership: When you publish on your website you own your content, when you post to social media the platform tends to own your content.
  • Investment: As we’ve seen recently with a certain bird-themed social network, you can spend years investing time in your social media channel only to have it canceled by an individual with his own agenda.
  • Findability: Websites are discoverable on search engines, and although algorithms govern these search engines, competition across different search engines keeps search algorithms honest. Social media networks each use a single algorithm making them free to skew browsing any way they choose.
  • Scaleability: Websites can take advantage of the latest technologies to improve user experience, on social media user experience is governed by the network’s decisions.

Websites vs. Apps

When it comes to owning a piece of the internet, a connected app feels like ownership. However, websites have a number of benefits over an app, from a superior user experience to lower development costs. And ultimately, apps are also controlled by 3rd parties.

  • Accessibility: Websites are universally accessible, while apps are usually limited to certain operating systems or platforms. If you want to distribute to devices, you’ll need to be approved by the store owner who can (and will) change the terms and conditions of store distribution without consulting you.
  • Flexibility: Websites provide a greater level of flexibility and scalability than apps.
  • Cost-effective: A simple website can be created and launched in a weekend, they are considerably more cost-effective to develop and maintain than apps.
  • Findability: Search engines have evolved around website technologies, and it is far easier to create a discoverable website than an app that ranks high in an app store.
  • Universality: Websites have lower entry costs for users, and there aren’t any downloads or purchases required.
  • 3rd-party features: Websites can integrate 3rd-party content like chatbots, payment gateways, and forms, that generally require licensing to include in an app.

Websites vs. Podcasts and Vlogs

There’s no question that podcasts and vlogs are engaging types of content. However, they are very limited when it comes to different kinds of experience. These tend to be passive, linear experiences. Even if your podcast opens itself up to listener interaction, your customers are still passive consumers.

  • Cost-effective: Websites can be set up very cheaply, podcasts and vlogs on the other hand require high-production values to compete.
  • Longevity: Well-written website content can remain relevant for years, the lifespan of a vlog or podcast is often just a few months.
  • Flexibility: Websites can embed podcasts and vlogs, as well as virtually any other content; podcasts and vlogs can only ever be podcasts and vlogs. Websites will continue to evolve long after podcasts are obsolete.
  • Simple: There is now a range of no-code options for creating a reliable website, meaning it can be done with little to no skills or experience. Podcasts and vlogs require a great deal of technical knowledge to produce.
  • Findability: As with other technologies, podcasts and vlogs can’t compete with websites when it comes to search engine optimization.
  • Faster: A well-designed website is much smaller than a podcast or vlog, making it cheaper and easier to access, especially on a cellular network.

Websites in 2023 and Beyond

In 2023 websites will still be a critical part of a successful business strategy and web designers will continue to be essential members of any team.

Websites continue to offer numerous benefits over other technologies including increased flexibility, cost-effectiveness, and superior search engine opportunities.

Unlike social media platforms that allow you to customize a few assets like avatars and colors, websites can be completely customized to fit the tone and style of a brand. Additionally, websites have a far lower barrier to entry than podcasts, vlogs, or apps. While apps may offer a richer set of features than a website, that is offset by the restrictions on platform and device capabilities that apps impose.

Websites will continue to evolve as the tech landscape changes. New ideas for consuming digital media will appear over time, offering unique new experiences — for example, mass adoption of AR (Augmented Reality) is just around the corner. However, the website is perfectly evolved for the types of simple customer interaction that businesses rely on, and will continue to matter in 2023 and beyond.

 

Featured image by fullvector on Freepik

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Live chat is one of the most powerful tools for customer experience in the current marketplace. 

In a world where customers are constantly connected to the online world, online chat is a reliable way of getting quick solutions to common problems. 

Today’s consumers prefer talking to an agent over chat to calling a contact center, and they often feel that live chat is less frustrating than waiting for the right person to answer the phone. 

Of course, like any digital tool, live chat is only effective when using it correctly. Today, we’re going to show you the crucial KPIs you need to consider if you want to ensure that your chat strategy is delivering a tangible return on investment. 

The Most Important Metrics to Measure for Live Chat

These days, implementing live chat tools is easier than ever. 

You don’t necessarily need to hire a professional developer unless you want a specialist widget with specific functions and unique branding. Many plugins and tools for sites built on Shopify and WooCommerce allow you to instantly access chat functions. 

However, just because implementing live chat is easy doesn’t mean that there aren’t countless ways for your strategy to go wrong. Keeping an eye on these crucial KPIs and metrics ensures you’re making the right impression with your chat strategy. 

1. First Response Time

First response time is a crucial live chat metric. This measures how long customers need to wait before someone responds to them. Technically, this metric only refers to how quickly an actual agent responds to your customer, so automated “thanks for getting in touch” messages don’t count. However, immediately responding with one of those messages can convince your audience to stick around for a little longer. 

The faster your agents can respond to messages and solve problems, the better your brand reputation becomes. The good news is that a good live chat strategy can lead to pretty quick response times. The average time for an agent to see a live chat message is around 2 minutes and 40 seconds.

To improve your FRT statistics, make sure you:

  • Invest in chatbots: AI chatbots can support customers 24/7 with handy, self-service functionality. These tools will also filter out the customers waiting for an agent who can find a solution to their problem on your FAQ page.
  • Prepare canned responses: Quick responses to common queries can help you to address a problem much faster. In addition, preparing canned responses will ensure that your team members can quickly respond to more customers. 
  • Increase your resources: Ensure you have the right hand and enough agents to handle peak demand.

2. Average Resolution Time

The first response rate only looks at how quickly someone responds to a customer’s message for the first time. However, it doesn’t show how rapidly you deal with client problems. Average Resolution Time is the metric that helps to measure customer satisfaction by seeing how long it takes to get to a point where your customer can close the chat. 

If it takes too long for your employees to solve problems, there’s an increased risk of your customers becoming annoyed and frustrated. Additionally, the longer agents take dealing with each individual chat, the more other consumers will have to wait for someone to become available. Finally, the longer it takes to resolve an issue, the more customer satisfaction decreases.

The key to success is ensuring that the right agent deals with the correct customer and that everyone on your team is empowered with the appropriate tools and information. Boost resolution time by:

  • Giving customers a quick self-service solution: For common questions, make sure that you have an FAQ section that you can direct your customers to. In addition, a chatbot that can offer quick canned responses to regular queries can save time. Plus, they’re great for reducing the pressure on your agents’ shoulders. 
  • Integrate CRM tools with live chat: Make sure your agents have access to information about each customer as soon as they start the conversation. This information should include the customer’s name, what they’ve purchased before, and if they’ve issued any support tickets. Integrating with the CRM makes it easier for agents to jump straight into the action without needing the customer to explain everything first. 
  • Keep resources handy: Your team members should have instant access to all the information they need to answer customer questions. Ensure that searchable data repositories are available for everyone on your live chat team. 

Remember, routing tools that automatically send customers to the agent with the proper knowledge or skills will also improve response times and reduce the number of times a customer needs to repeat themselves. 

3. Chat to Conversion Rate 

Live chat tools aren’t just an avenue for problem resolution. Although customers can get excellent service through live chat, they also look to chat to collect information before a potential purchase. Around 38% of customers say that they end up purchasing a positive live chat experience. 

The live chat app on your website can provide real-time assistance for sales queries, converting leads, and maximizing your return on investment. However, to determine how successful your chat system is at encouraging sales, you must look at the chat to conversion rate metric. 

Essentially, you measure the number of chats your company has been involved in, then compare that number to the total number of conversions from those customers. It might be helpful to narrow down your results here by using your data and analytics tools to separate your total number of live chats into those intended for sales information and those requiring assistance. 

If your chat to conversion rate isn’t as high as you would like, there are lots of things you can do to start making a positive impact:

  • Automatically launch a chat: As soon as someone comes to your website, launch a chat window with a bot that asks whether you can help your customer. You can even include a list of commonly asked questions so your customer can get help faster. 
  • Follow up on chat conversations: Make sure you follow up on any questions that customers ask on your chat widget with an email. This is a great way to reach out to customers that may have been distracted and ended up abandoning their cart.
  • Personalize suggestions: Use AI insights and information from your customer management tools to determine which products are most likely to appeal to each customer, then suggest those items. Remember to ensure that your tone of voice in the chat matches your brand too. 

Remember, the faster you can answer customer queries and address their concerns with your live chat strategy, the more likely the chat will lead to a sale. Ultimately, customers are convinced to purchase when they believe they can trust your business to deliver excellent experiences. 

4. Customer Satisfaction Score

The customer satisfaction score is probably one of the most critical metrics in any customer experience strategy. It directly measures customer satisfaction levels and gives you an insight into how well you’re doing from the perspective of your target audience. 

The best way to measure CSAT through live chat is to add a survey to the end of the chat session. For instance, you could ask, “How would you rate this session on a scale of 1 to 10”. Then, based on the score, you’d calculate a “Net Promotion Score.” Each score falls into one of three categories: “Detractors 0-6”, “Passives 6-8,” and “Promotors 9-10”.

The more information you collect about your CSAT score, the easier it will be to determine where you’re going wrong with your live chat strategy. On the other hand, if the score is pretty good after a chat session, you’re probably on the right track. To improve your overall score:

  • Encourage feedback: Getting people to leave feedback, even on a live chat app, can be difficult. Offering customers the chance to win something in exchange for their insights could help you to get more data. 
  • Follow up: Connect with your “detractors” to find out what you did wrong. Follow up in the live chat session by asking if they’d like to leave a more comprehensive review. Alternatively, you can send an email asking for additional information. 
  • Reach out to promotors: Connect with the people who give you the most favorable scores to ask them for their insights. Find out what they enjoyed most about the experience and request a review that you can place on your website for social proof. 

5. Missed Opportunities

The longer someone waits for you to answer their question in a live chat or respond to their initial message, the more likely they’ll give up on the conversation. Unfortunately, this means that your company ends up with missed opportunities. You lose the chance to potentially make a sale, delight a customer, and strengthen your brand reputation.

While you might assume that your customers will know you can’t be available to answer all of their questions immediately, that’s not the case. INC tells us that 51% of consumers believe a business should always be open. So every missed chat is another negative mark against your reputation. 

If you discover that your team is missing a lot of chat chances, this could be a sign that you don’t have enough resources available in this area. However, there are a few ways that you can reduce your chances of missed opportunities, such as:

  • Hiring more team members: If you know that there are times of the year or week when you have peaks in demand, ensure that you have the correct number of staff members available. 
  • Using chatbots: Chatbots won’t be able to answer all customer questions, but they can deliver quick responses to commonly asked queries and reduce the risk of lost opportunities.
  • Provide alternative forms of communication: if your customer can’t reach you on live chat, make sure that there are other options available, like a phone number and email address or a form where your customer can automatically submit a ticket. 

6. Total Number of Chats and Tickets

Keeping track of the total number of tickets your customers submit, alongside the number of chats your employees engage in, will give you helpful information. First, the total number of conversations shows how many customers are taking advantage of your live chat function on the website. 

You’ll also be able to compare your total number of chats to the number of resolved problems you deal with for your customers. For example, comparing your total number of chats to an unlimited number of tickets shows you how many customers have been left to rely on other sources of communication. You can also see how good your employees are at following up with tickets issued by customers. 

When you’re analyzing your number of tickets and chat sessions, you might notice that many of the queries you dealt with were connected to specific questions or topics. If that’s the case, you might be able to create a new FAQ page for your customers or provide your chatbot with extra information that it can use. 

If you’re getting more support tickets through alternative means than live chat, it might be time to ask yourself what’s wrong with your live chat performance and why your customers choose not to use it. 

Improving Live Chat CX for Your Business

Live chat can be a powerful tool for improving customer experience and an excellent way to strengthen your relationship with existing and potential clients.

Step into the shoes of your customer and discover what it feels like to walk through the whole live chat experience, from the moment that you send a request to the live chat team to the moment when you close down the chat with a solution to your problem. Other quick tips include:

  • Getting the software right: Make sure your live chat app is easy for your end customers and your employees. The chat app you use should be convenient and suit your brand. It also needs to collect information effectively without causing problems like GDPR and regulations. Get a developer involved if you think you have a problem with your chat functionality. 
  • Guide your team: Remember that your team needs to know how to use the live chat tools available effectively if they’re going to deliver the best results to your customers. Make sure you give your employees scripts to deal with problems if needed. In addition, chatbots that can quickly grab information from integrated CRM tools and other solutions could make your agents’ lives much more manageable. 
  • Pay attention to feedback: Ask your customers for feedback on their live chat experiences whenever you can. Ensure you pay attention to what they say they like and dislike about the encounter. If you can listen to your customer’s opinions, they’ll give you a lot of helpful information to work with when you’re enhancing and optimizing your live chat strategy. In addition, listening to your audience shows that you have their best interests at heart.

Remember, as well as customer feedback; you might be able to ask your employees for their insights into how you can improve live chat performance too. Employees also work with these tools regularly, so they know which features are more problematic than others. 

Measuring and Improving Live Chat

Live chat functionality isn’t something that you implement into your website and forget about. Instead, like any form of customer service or engagement tool, your live chat solution should be something you test regularly and constantly update to suit your customers’ needs. 

Knowing which metrics to measure when examining live chat functionality and performance will boost the experience you can give your audience and even open the door for better relationships with clients in the long term.

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Personalized marketing is when you attune your marketing efforts based on customer data. This data can be anything from the first and last name to purchase intent, concerns, and history.

Personalized marketing has revolutionized the way businesses market their product and service to their audience. It brings value to people’s lives, spiking the sales graph for brands and businesses. So it’s a win-win situation for both the company and the consumer.

Even big companies do this for their campaigns. They do so because it gives them great results and ROI for their marketing initiatives. If these multinational businesses do this, it’s a good idea to incorporate this strategy and learn from a top resource on digital marketing.

This article aims to explain every nook and cranny of personalized marketing. By the end of this 5-minute read, you will know the impact of personalized marketing on our lives. And how you can integrate this into your marketing strategy to benefit your business.

What Is Personalized Marketing?

Have you ever encountered a business that knows what you’re going through? Or did you see an ad online that you closely relate to? Chances are, you were one of the target markets of those marketing materials. And if you could associate yourself with the ad, their marketing strategy worked.

That is what personalized marketing does to your audience, market, or particular demographic. This style of advertising leverages personalization in your marketing materials. The details of your marketing content are tailored to a specific audience and address the issues or real-time problems of a particular segment in your market.

Personalized marketing has become popular because more people demand it from businesses. Once the people have experienced what it felt like, they want to feel more of it.

To objectively see the demand for personalization, here are some statistics to back it up.

Accenture reported that 91% of consumers are likelier to shop with businesses that offer them relevant content. This shows that the right product recommendations can increase the chances of shopping with you.

Salesforce mentioned that 66% of consumers expect companies to understand their individual needs. This statement proves that a generalized way of marketing isn’t as effective as before. The consumer mindset has already developed, and they demand more personalization from businesses.

A striking piece of data from Statista showed that 90% of consumers in the US find the idea of personalization appealing. If that figure is accurate, almost all businesses should start incorporating this into their strategies. There’s no reason for them not to try this out.

Given the high positive demand for personalized marketing, it’s no secret why more and more businesses are doing this. However, not every company out there is doing this right. A wrong way of doing this can bring a loss of clients and a negative ROI.

To help you go on the right track of using personalization in your marketing, read up on the next section of this article.

Know These 6 Tips To Correctly Do Personalized Marketing

You’d agree that knowing your customer’s first and last name is essential. But with the dynamically changing strategies, personalized marketing is going beyond that. It’s actually about understanding what your targeted consumers need, merging with a way to convey the message that your business is the solution.

To help you achieve this, take note of the things below:

1. Leverage Your Customer Data

The foundation of personalized marketing is laid on customer data. The best marketing professionals and strategists emphasize gathering relevant data if you want to scale. Excellent digital marketing courses will teach you that customer data will help you build a solid foundation for your content and campaigns.

Consumer behavior has always been the most important detail for target marketing. With every click, it has become easier to gather data about individual customers, their interests, hobbies, purchase history, buying behavior, and more.

You’ll be able to get this information if you’ve practiced data management and collecting customer data throughout the years of your operation. However, it’s not too late to begin if you haven’t started with this yet. There is a lot of marketing automation software that aids marketing teams in doing this. For example, many businesses use lead scoring software to gain insight into their clients’ needs and categorize them appropriately.

For your personalization efforts, you can use questionnaires, surveys, and feedback forms to capture personal data on the internet. A customer will happily fill out a survey form if a reward in return entices him. This reward can be in any form– a voucher, a first buy discount, free shipping, or more.

This initiative will help you get more data in a shorter time frame.

2. Understand Your Customer’s Needs

Hoarding data will be a complete waste of marketing efforts, capital, and efficiency if you do not extract consumer behavior from it. When you have access to a rich set of data, you have the privilege to understand your customers’ trending needs deeply. After gaining insights from the data, create a marketing strategy based on those findings to target your audience.

Doing this doesn’t just apply to B2C; it also works for B2B companies, which is why the demand for custom software development, tailored services, personalized packages, and B2B data providers have been on the rise in these recent years.

It is a two-way road. While you are on the lookout for your target market, at the same time, the customers expect businesses to know what they need. The market you’re currently serving expects you to know what products or services are fit for them.

So this is where it gets crucial: you have to dig deeper into your niche and find the specs of your audience’s needs. Having a general idea about the needs of your target audience and personalized marketing usually don’t go harmoniously.

Planning a better-personalized marketing strategy will not be a piece of cake but will be much more rewarding for every aspect of your business. May it be sales, return on investments, customer relationships, or personalized marketing campaigns.

3. Personalize Every Stage Of The Customer Journey

The first rule of business is convincing the customer that you are their best friend. Now that you know what they want, you pledge to provide them with whatever best you can. Limiting personalization to marketing is not the solution. You have to be vigilant in meeting these individual requirements at every stage. And remember that consistency is the name of the game. That is how you bring your business into the running.

You can integrate CRM automation, email marketing tools and deploy other content marketing strategies to help make this process a lot simpler. Personalized live chat and chatbots, such as those offered by ThriveDesk, allow businesses to personalize their offerings and build their brand reputation.

As a customer, my requirement would be reading content, browsing, and experiencing products that would hit home. A personalized experience is what every consumer demands. And this is what makes them want to go back and do business with you again.

By creating helpful and relevant content, recommending the right products to them, and giving out convenient payment options, you are setting your business apart from the rest. Doing this allows you to have personalized every touchpoint that your customers do with your business.

4. Present In An Engaging Way

Consider customer engagement as absolutely necessary. Having the best data set and knowing what your customers want is not enough. In the competitive space of business and marketing, everyone is trying to get the attention of one another. And this is what you are supposed to do. This helps in building consumer-brand relations.

When a consumer engages, meaningful things happen. Engaging content pushes the consumer through the funnel and hence promotes conversions. Your content should be creative and eye-catching.

Engaging content blended with personalization boosts the brand experience. Increased loyalty, trust-building, and improved customer experience enhance the conversion and sales speed.

A great way to use personalization in an engaging manner that most businesses overlook would be through exit-intent popups.

5. Be Where Your Customers Are

This is an element that some businesses miss out on. They have created excellent social media marketing content but only distributed it on the wrong channel. For personalized marketing to be effective, it needs to be seen by people.

Are you questioning your marketing techniques because all you see is stagnancy? You have set up an engaging online store on Shopify or Wix, collected all the relevant data, your content is engaging enough, and your marketing strategy is top-notch. But you are still unable to reach your clientele.

You start wondering what you are missing out on. Your content and your strategies will not be prolific if you are on the wrong channel. Remember: the message of your content has to reach the right people for it to be effective.

Should you be on social media? If so, which one? Do you get more traction with email campaigns? Or do you have more engagements on forums?

Find out where your market is, then spend your focus there. Now the next step is how to know where they spend most of their time?

This is where we go back in the loop. And hence we again emphasize that data collection is the foundation of any great marketing strategy.

6. Improve Marketing Content

Don’t rest on your laurels when you’ve gotten everything down to a tee and have attained your desired marketing analytics behind your personalized marketing content. Always think of ways how you can improve.

Evolving at every step will keep you in the running. Don’t be misguided into thinking that your work is done if you feel like you have reached the pinnacle. Keep looking for ways to get better. Set bigger goals and status for your business.

Always go back to the drawing board and brainstorm with your team on how you can change and strive with the dynamically changing world and mindsets. In the end, all you want is to build better relationships with your customers, new and existing.

For enhanced productivity, your marketing team should always look for new strategies. This is how fresh and great marketing ideas are made.

See How You Can Benefit From Personalized Marketing

Irrelevant information can waste energy and time for both customers and the business. Personalized marketing hits the bull’s eye 99% of the time. It brings immeasurable value to the company as well as the customer.

Here are some of the top benefits of personalized marketing:

1. Better Engagement

The first target personalized marketing aims at is grabbing an individual’s attention. And this results in better engagement eventually. If you are presenting your customer with something that wows them, needless to say, it will grab their attention.

This will help bridge the gap between your customer and your brand. Identifying customers’ needs and then giving them what they want will help improve customer interaction with your brand.

It can even be enough for them to follow your call to action. The next thing you know, they will be checking your website, signing up for a list, or even purchasing a product right then and there.

2. Higher Conversions

Are you there for your customer at the right time and place? One-on-one marketing provides easy solutions to customers because you hit them with just what they are looking for at the right time.

When potential customers realize that you understand what they’re going through and provide the solution, most won’t hesitate to try your business out.

Personalization isn’t just focused on content. It can also be integrated into your processes. This results in aiding the increase of higher conversion rates.

3. Improved Customer Experience

Offering personalization will significantly improve the user experience. Once you provide the products, services, and content that meet their needs, their opinion of your business automatically improves.

Considering the statistics about personalized experiences, it is evident that consumers demand personalization strategies from companies. And if you offer such an experience, you increase the chance of making them do more business with you. Personalization helps businesses in reducing cart abandonment rates, better customer journey, increased customer satisfaction, and many more.

4. Customer Retention

Retaining persisting customers is equally important to your business as bringing new ones. Most businesses face low customer retention. It’s also a factor that some companies overlook. You must understand that it’s not all about converting prospects into paying customers. Your focus should also be on retaining those customers to make them loyal advocates of your brand.

One of the major benefits of consistent personalization is an improved customer retention rate. Consumers tend to stay with a business that understands their needs and provides solutions to their problems.

Once you can transfer a customer to a loyal advocate, you can also receive a ton of benefits. These are people that are going to defend your brand from critics. These are the same people who will give you free marketing via word of mouth and positive reviews.

5. Better Customer Relationships

Personalized experience leads to customer retention, eventually building better relationships with your nurtured customers. These entities are connected in a loop.

Customer relationships are an aspect of business that significantly helps with scalability and higher revenue. So connecting with your customers and building a relationship with them is as important as the product you are selling. This is why strengthening customer relationships should be a top priority for businesses.

Personalization makes you an expert on your target market trends. You get to know your audience deeper, which helps you build a foundation for creating a great customer relationship. And this requires marketing and customer experience teams to work together in a symphony.

For this, you can use team collaboration software which aids in the optimization of content and your approach toward the market. You’ll have a better strategy in getting their attention, providing what they want, and recommending things they’ll be interested in.

All of these things help in building customer rapport. When a customer feels that you treat them as more than just a paying customer, their customer loyalty goes to your business.

Best Examples Personalization Marketing

To inspire you to integrate this marketing strategy into your operations, below are different personalization marketing campaigns done exceptionally by various businesses. Grab inspiration, ideas, and motivation from these examples.

1. Coca-Cola

We all know the most basic form of personalization is addressing your customers’ names, but Coca-Cola took this simple idea into a massive global campaign. Their “Share a Coke” campaign started in 2011, wherein they printed different popular names on their Coke bottles and cans.

It seemed like a regular campaign at first, but it started getting traction as more customers wanted to get the name of their family, friends, and themselves. Coca-Cola said the campaign’s purpose was “to create a more personal relationship with consumers and inspire shared moments of happiness.”

The soft drinks giant used personalization and tied such a strategy with its mission: to bring memories and happiness to its consumers. You, too, can do the same – combine your mission and personalization strategy to create a unique campaign.

2. Spotify

Spotify leverages user data in its marketing strategy. They have several campaigns that make users want to use their application more often because it gives out a more tailored experience.

Other than their year-end campaign( #spotifywrapped), where they show the most played songs and podcasts their users listen to (which was a viral hit), they now also have an #OnlyYou campaign that shows your unique listening taste partnered with a musical astrology reading.

3. Nike

Nike has consistently been recognized for authentic, personalized, and heartfelt ad campaigns. This personalization always makes them capture an audience who can relate and those who start connecting to the brand. So Nike isn’t new to personalization. Their aim is robust community engagement.

Their highly inspirational campaigns with real-life heroes induce inspiration in their audience. Nike is great at converting people because of its excellent storytelling ability while adding personalization to the mix.

Nike’s just launched a new app that offers personalized content and rewards for committed fans. They tackle challenges and issues head-on, but they always make their marketing messages relatable to their audience. That is why they “just do it.”

Conclusion

Personalized marketing is the secret sauce to thriving businesses in the world today. However, incorporating this marketing strategy and finding success is not as simple as you might think. You will face challenges, but with enough perseverance and brainstorming, you can surpass them and successfully create a great campaign.

Remember, this marketing approach can be a hit or a miss. The first step to making it a success is relevant data collection followed by judicious implementation. This isn’t an overnight activity that you can do. It requires months of diligence in the right direction with the proper guidance. And you can gain valuable insights into this guidance via the content marketing strategies outlined in this article. But remember, once you start rolling, there is no looking back.

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Chatbots Are Here To Stay

Chatbots have been around for a long time and based on the global chatbot market size (and the expected growth), they will stick around for a long time and gain importance. In the past, they’ve rarely met customer expectations or provided much positive experience. However, over the last few years, advances in conversational AI have transformed how they can be used. Since chatbots offer a wide range of applications, in certain cases, they become responsible for collecting and protecting personal information as well. 
Consequently, they are a great attraction for hackers and malicious attacks too. The responsibility of ensuring chatbot security has become more evident after the introduction of GDPR in Europe. As statistics show that this technology will be a determining factor in our lives, security testing must also become part of our daily tasks, so that these chatbots can be used with confidence.

Security Risks, Threats, and Vulnerabilities                 

The words risk, threat, and vulnerability are often confused or used interchangeably when reading about computer security, so let’s first clarify the terminology:

  • Vulnerability refers to a weakness in your software (or hardware, or in your processes, or anything related). In other words, it’s a way hackers could find their way into and exploit your systems.
  • A threat exploits a vulnerability and can cause loss, damage, or destruction of an asset – threats exploit vulnerabilities.                
  • Risk refers to the potential for lost, damaged, or destroyed assets – threats + vulnerability = risk! 
The well-known OWASP Top 10 is a list of top security risks for a web application. Most chatbots out there are available over a public web frontend, and as such, all the OWASP security risks apply to those chatbots as well. Out of these risks, there are two especially important to defend against, as in contrast to the other risks, those two are nearly always a serious threat — XSS (Cross-Site Scripting) and SQL Injection.
In addition, for artificial intelligence-enabled chatbots, there is an increased risk for Denial of Service attacks, due to the higher amount of computing resources involved.

Vulnerability 1: XSS – Cross-Site Scripting

A typical implementation of a chatbot user interface:           

           

  • There is a chat window with an input box.
  • Everything the user enters in the input box is mirrored in the chat window.
  • Chatbot response is shown in the chat window.

The XSS vulnerability is in the second step — when entering text including malicious Javascript code, the XSS attack is fulfilled when the web browser is running the injected code:

 <script>alert(document.cookie)</script>              

Possible Attack Vector

For exploiting an XSS vulnerability the attacker has to trick the victim to send malicious input text. It can be done through one of the following ways:

WALLDORF, Allemagne – 16 novembre 2021SAP SE (NYSE : SAP) a annoncé aujourd’hui de nouveaux produits et services qui permettent aux développeurs, civils ou professionnels, d’accélérer la transformation numérique. Depuis la pandémie, la recherche de talents sonne comme un défi majeur à relever pour les organisations du monde entier. Selon IDC*, la pénurie mondiale de développeurs à plein temps passera de 1,4 million en 2021 à 4,0 millions en 2025. Les annonces de SAP répondent à cette pénurie de talents avec de nouveaux outils, fonctions, de l’IA intégrée et des programmes d’apprentissage pour aider les employés et les candidats à acquérir de nouvelles compétences pour aborder l’ère du « cloud-first ». Ces annonces interviennent pendant le SAP® TechEd, la conférence mondiale des développeurs de SAP, qui se déroule en ligne du 16 au 18 novembre 2021.

«  Pour nos clients et partenaires du monde entier, l’avenir est dans le cloud « , a déclaré Juergen Mueller, directeur technique et membre du comité exécutif de SAP SE. « Dénicher les bons talents, avoir les bonnes compétences et les connaissances  est un vrai challenge pour mener à bien ce projet.. Les annonces de SAP permettent non seulement de donner aux développeurs civils les moyens d’agir, mais aussi de soutenir les développeurs professionnels dans leurs efforts de formation continue, pour que les clients puissent continuer à innover aujourd’hui et construire les bases de leur réussite de demain. »

 

Tout le monde peut être un développeur

SAP a annoncé une expérience unifiée de développement low-code/no-code sur SAP Business Technology Platform (SAP BTP), qui permet aux développeurs professionnels et civils de créer de nouvelles applications, d’améliorer celles existantes et d’automatiser des tâches complexes. En ajoutant le développement no- code et l’automatisation avec l’environnement de développement SAP AppGyver®, en améliorant le développement low- code avec SAP Business Application Studio et en proposant une avant-première de la solution SAP Process Automation, SAP offre à ses clients de nouveaux moyens d’en faire plus en s’appuyant sur les talents technologiques de l’ensemble de leur organisation, que ce soit au sein ou en dehors des départements informatiques traditionnels.

DHL, l’un des leaders mondiaux du secteur de la logistique, utilise SAP AppGyver pour numériser les processus et rationaliser les opérations des employés pour la gestion de la flotte. « Avec SAP AppGyver, nous avons créé une application mobile sur iOS et Android pour mieux gérer les rapports de dommages pour notre flotte de remorques à travers l’Europe« , explique Ilari Aarikka, Director, Trailer Pool & Fleet, DHL.  » L’appli nous a permis d’accroître la fiabilité des rapports tout en rendant les inspections plus pratiques pour les employés sur le terrain.  »

Pour les développeurs professionnels, SAP propose également un ensemble gratuit pour SAP BTP qui inclut désormais SAP HANA® Cloud et SAP Integration Suite, ainsi qu’un aperçu de son nouveau thème visuel « Horizon » pour son système de conception SAP Fiori®.

 

Vers des solutions d’entreprise composables

SAP a annoncé plusieurs mises à jour afin d’aider les clients à mieux intégrer et étendre leurs activités grâce à des solutions modulaires et agiles qui répondent à des défis individuels. La dernière mise à jour de SAP Integration Suite, la couche d’intégration de SAP BTP, fournit du contenu d’intégration et des adaptateurs prépackagés supplémentaires – disponibles sur SAP API Business Hub – pour intégrer des applications SAP et non-SAP. D’ici la fin de l’année 2021, SAP Integration Suite sera disponible sur Google Cloud Platform. SAP lancera de nouvelles fonctionnalités d’extension dynamique dans SAP HANA Cloud pour aider les clients à déplacer leur charge de travail vers le cloud, depuis leurs propres systèmes sur site, en temps quasi réel. SAP présente également de nouvelles façons d’aider les migrations des systèmes SAP BW sur site vers la solution SAP Data Warehouse Cloud et des options de localisation étendues pour SAP S/4HANA® Cloud.

 

Offres d’intelligence artificielle embarquée dans l’ensemble du portefeuille

SAP a développé des fonctionnalités d’intelligence artificielle (IA) embarquées qui permettent aux développeurs et aux clients d’exploiter plus facilement l’IA et de stimuler la productivité. Les nouvelles fonctionnalités du service SAP Conversational AI simplifient la création et la surveillance des chatbots qui  automatisent les tâches et les flux de travail. SAP a prévu de lancer le service Personalized Recommendation, un nouveau moteur de recommandation basé sur un réseau neuronal qui fournit des recommandations hautement personnalisées, et ce dans un large éventail de scénarios commerciaux. De nombreux produits et services SAP utilisent désormais la puissance de l’IA, par exemple pour automatiser la correspondance des documents interentreprises, recommander des actions dans les flux de travail, extraire et traiter des données à partir de documents commerciaux ou fournir des recommandations d’apprentissage.

 

La formation, de la salle de classe à la salle de réunion

SAP a lancé un tout nouveau site SAP Learning. Il s’adresse aux développeurs SAP de tous niveaux. Sa conception simple et intuitive facilite le perfectionnement ou le recyclage dans des domaines d’innovation clés, gratuitement. Cette nouvelle expérience comprend une gamme complète de contenus de formations disponibles dans différents formats : des sessions dirigées par des experts et des formations pratiques aux vidéos de micro-apprentissage. SAP a également lancé un programme d’enseignement de l’IA pour les écoles ainsi qu’ un programme visant à fournir des solutions de cloud computing de SAP aux universités et aux professeurs.

 

48 heures de contenu en direct à SAP TechEd en 2021

Inscrivez-vous pour suivre l’événement avec plus de 100 sessions de renforcement des compétences, 25 ateliers, 8 pistes techniques et 48 heures de discussions techniques en continu sur Channel 1, accessible avec votre inscription à la conférence SAP TechEd.

 

SAP TechEd News Guide 2021

Plus de détails sur toutes les nouveautés, les lancements et les mises à jour sur http://sap.com/teched-news-guide

*Source : « Quantifying the Worldwide Shortage of Full-Time Developers, » Doc # US48223621, IDC, Septembre 2021

À propos de SAP

La stratégie de SAP vise à aider chaque organisation à fonctionner en “entreprise intelligente”. En tant que leader du marché des logiciels d’application d’entreprise, nous aidons les entreprises de toutes tailles et de tous secteurs à opérer au mieux : 77 % des transactions commerciales mondiales entrent en contact avec un système SAP®. Nos technologies de Machine Learning, d’Internet des objets (IoT) et d’analytique avancées aident nos clients à transformer leurs activités en “entreprises intelligentes”. SAP permet aux personnes et aux organisations d’avoir une vision approfondie de leur business et favorise la collaboration afin qu’elles puissent garder une longueur d’avance sur leurs concurrents. Nous simplifions la technologie afin que les entreprises puissent utiliser nos logiciels comme elles le souhaitent – sans interruption. Notre suite d’applications et de services de bout en bout permet aux clients privés et publics de 25 secteurs d’activité dans le monde de fonctionner de manière rentable, de s’adapter en permanence et de faire la différence. Avec son réseau mondial de clients, partenaires, employés et leaders d’opinion, SAP aide le monde à mieux fonctionner et à améliorer la vie de chacun. Pour plus d’informations, visitez le site www.sap.com.

Contacts presse :

Mathilde Thireau : mathilde.thireau@publicisconsultants.com

Robin Legros : robin.legros@publicisconsultants.com

SAP News Center. Suivez SAP sur Twitter : @SAPNews.

Veuillez tenir compte de notre politique de confidentialité. Si vous avez reçu cette alerte de presse dans votre courriel et que vous souhaitez vous désabonner de notre liste d’envoi, veuillez communiquer avec presse-sap@publicisconsultants.com et écrire Désabonnement dans la ligne Objet.

 

 

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Regard croisé : pourquoi SAP S/4HANA est un ERP intelligent ?

Qu’est-ce qu’une Entreprise Intelligente et qu’est-ce qu’un ERP Intelligent ?

Pierre-Édouard Hamon, SOA People, et Christian Charvin, SAP, partagent leur vision de l’évolution du SI des entreprises.

Aujourd’hui, la plupart des entreprises ont à leur disposition un certain volume de données qu’elles n’exploitent pas. Cela représente pourtant une richesse qui permettrait aux organisations de mieux comprendre leur activité et leur marché. Être une Entreprise Intelligente, c’est savoir exploiter ces données afin d’optimiser son organisation, automatiser ses processus et se mettre en ordre de marche afin de relever de nouveaux défis.

Pierre-Édouard Hamon 

 

C’est la raison d’être de l’ERP Intelligent SAP S/4HANA. Cette nouvelle génération d’ERP simplifie l’accès à la donnée et en assure l’exploitation en temps réel. SAP S/4HANA propose des avancées clés pour aider les équipes au quotidien : le reporting opérationnel intégré et la gestion par exceptions permettent aux utilisateurs de se concentrer sur les points nécessitant une attention particulière ; la gestion avancée des workflows, associée à des fonctions collaboratives, fluidifie les échanges entre utilisateurs.

Christian Charvin

 

Une porte ouverte vers les nouvelles technologies

 

Le fait que l’ERP propose des tableaux de bord où l’information utile est directement remontée aux utilisateurs rend l’ERP SAP S/4HANA particulièrement facile à utiliser. Ceci permet de se concentrer sur les tâches les plus urgentes et aide à la prise de décision. Son interface de nouvelle génération est très proche de celles utilisées dans les applications desktops et mobiles du quotidien. Un atout pour accélérer la prise en main de l’ERP.

De nouvelles technologies permettent d’aller encore plus loin. Le RPA permet ainsi d’améliorer l’automatisation des processus, en mettant en place des robots capables de prendre en charge les tâches répétitives, libérant ainsi du temps aux équipes métiers. Le Machine Learning et l’Intelligence Artificielle s’appuient sur l’historique de données de l’entreprise pour prédire son futur. Ces technologies de forecasting automatique sont directement intégrées dans l’ERP.

Lorsque les entreprises vont mettre en œuvre ces technologies intelligentes, elles pourront s’appuyer sur des préconfigurés adaptés à leur secteur d’activité. Cela leur évitera de partir d’une feuille blanche et de se lancer dans l’inconnu. Y compris en cas de déploiement de l’ERP en mode cloud.

Pierre-Édouard Hamon

 

Cap vers le cloud !

 

Le cloud devient le mode de déploiement majoritaire des utilisateurs d’ERP SAP. Depuis le début de l’année 2021, 80% des clients SAP optent pour un déploiement de leur ERP SAP S/4HANA en mode cloud. Le cloud permet d’avoir une meilleure prédictibilité sur les coûts, de déléguer la gestion des infrastructures à des spécialistes et de disposer d’une flexibilité sans égale permettant d’adopter de nouvelles technologies et fonctionnalités au fil des besoins. Sans compter que le cloud est accessible de partout et permet donc une utilisation facilitée de l’ERP sur des sites distants, en mobilité ou en télétravail.

Christian Charvin

 

L’offre RISE with SAP permet de profiter de tous les avantages du cloud sans avoir à gérer la complexité de la relation avec les hyperscalers. Le contrat est directement pris en charge par SAP, qui se charge de garantir la disponibilité, la sécurité et la flexibilité de la solution, avec une prédictibilité totale sur les coûts. RISE with SAP permet de bénéficier de tous les avantages du cloud, avec une mise en œuvre rapide au travers des préconfigurés, et ce sans faire une croix sur les spécifiques. Et des mises à jour régulières de l’ERP donnent accès à de nouvelles fonctionnalités.

La SAP Business Technology Platform permet de déployer le code spécifique, mais aussi d’accéder à des technologies avancées, comme des systèmes de reconnaissance d’images, des outils d’analyse de l’expérience client ou même des agents conversationnels, qui vont à la fois assister les utilisateurs et faciliter la collaboration au sein de l’entreprise. La SAP BTP permet d’ouvrir l’ERP à un nombre illimité de technologies innovantes, proposées par SAP, ses partenaires ou tout autre fournisseur de services.

Pierre-Édouard Hamon

 

L’occasion de se réinventer

 

Ce mouvement massif vers le cloud s’accompagne d’un changement de paradigme chez nombre de nos clients. Ils adoptent une approche Fit to Standard consistant à utiliser un ERP aussi proche que possible de la version originale, afin de faciliter les montées de version. Les spécifiques, auparavant déployés dans le cœur de l’ERP, sont déportés sur la SAP BTP, qui sert également d’interface pour adopter des technologies innovantes : Chatbots, Blockchain, Internet des Objets, etc.

Christian Charvin

 

Pierre-Édouard Hamon  Christian Charvin

 

Pour en savoir plus :

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