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As a new entrepreneur, you're probably gonna have to hustle hard to get things going at first. But as the business grows and becomes more established, that unrefined hustle should be replaced by automated profit-producing processes and systems. Hustle is good as a temporary mode of operating, but it's unsustainable long term and unprofitable long term.
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Hendrith Vanlon Smith Jr.
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A Checklist is an Externalized, predefined Standard Operating Procedure for completing a specific task. Creating a Checklist is enormously valuable for two reasons. First, Checklisting will help you define a System for a process that hasn’t yet been formalized—once the Checklist has been created, it’s easier to see how to improve or Automate the system. Second, using Checklists as a normal part of working can help ensure that you don’t forget to handle important steps that are easily overlooked when things get busy.
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Josh Kaufman (The Personal MBA: A World-Class Business Education in a Single Volume)
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I began looking for these four: Smart. It doesn’t mean high IQ (although that’s great), it means disposed toward learning. If there’s a best practice anywhere, adopt it. We want to turn as much as possible into a routine so we can focus on the few things that require human intelligence and creativity. A good interview question for this is: “Tell me about the last significant thing you learned about how to do your job better.” Or you might ask a candidate: “What’s something that you’ve automated? What’s a process you’ve had to tear down at a company?” Humble. I don’t mean meek or unambitious, I mean being humble in the way that Steph Curry is humble. If you’re humble, people want you to succeed. If you’re selfish, they want you to fail. It also gives you the capacity for self-awareness, so you can actually learn and be smart. Humility is foundational like that. It is also essential for the kind of collaboration we want at Slack. Hardworking. It does not mean long hours. You can go home and take care of your family, but when you’re here, you’re disciplined, professional, and focused. You should also be competitive, determined, resourceful, resilient, and gritty. Take this job as an opportunity to do the best work of your life. Collaborative. It’s not submissive, not deferential—in fact it’s kind of the opposite. In our culture, being collaborative means providing leadership from everywhere. I’m taking responsibility for the health of this meeting. If there’s a lack of trust, I’m going to address that. If the goals are unclear, I’m going to deal with that. We’re all interested in getting better and everyone should take responsibility for that. If everyone’s collaborative in that sense, the responsibility for team performance is shared. Collaborative people know that success is limited by the worst performers, so they are either going to elevate them or have a serious conversation. This one is easy to corroborate with references, and in an interview you can ask, “Tell me about a situation in your last company where something was substandard and you helped to fix it.
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Ben Horowitz (What You Do Is Who You Are: How to Create Your Business Culture)
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It is useful for companies to look at AI through the lens of business capabilities rather than technologies. Broadly speaking, AI can support three important business needs: automating business processes, gaining insight through data analysis, and engaging with customers and employees.
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Harvard Business Review (HBR's 10 Must Reads on AI, Analytics, and the New Machine Age (with bonus article "Why Every Company Needs an Augmented Reality Strategy" by Michael E. Porter and James E. Heppelmann))
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A use case is a description of the way that an automated system is used. It specifies the input to be provided by the user, the output to be returned to the user, and the processing steps involved in producing that output. A use case describes application-specific business rules as opposed to the Critical Business Rules within the Entities.
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Robert C. Martin
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Kensi Gounden, Highly innovative new technologies can be both disruptive and transformative, but technology adoption can also be incremental, such as simply automating a manual process. So introducing business technology innovations, either incremental or step-change, may embrace increasing online connectivity across the business, strategic technology acquisition and use or using time-saving technologies to improve internal communication.
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Kensi Gounden
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RPA is software that emulates human execution of repetitive work. It's built on technologies designed to orchestrate, execute and enhance business workflows. Cognitive RPA adds intelligence the ability to perform human like decision making to RPA. CRPA can do things like read documents to identify specific information to pass to RPA to update another system. dayhuffgroup.com
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CognitiveRoboticProcessAutomation
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In the current business scenario, it is imperative for all the business persons to take efficient Backup Thunderbird Mac so that they don’t have to lose their precious data permanently due to various security hazards. So, if you are also looking for an alternative for doing so, then Inventpure’s Mail Backup X is the best solution for you. This tool has an incremental backup system which means that it is smart enough to skip those files whose backup has been taken in the previous mail backup proceedings. Moreover, there will be no repetition of the data and users can locate them with complete ease. Also, the tool works independently as it is based on high-level automation which can accomplish the entire task automatically by itself. Users don’t have to participate in the software while backup proceedings are going on.
Some Advanced Features Of Mail Backup X Are As Listed Below:
• The Users Do Not Know How To Backup Thunderbird Email Can Also Use Mail Backup X, Effectively:
This tool is designed for everybody to use it. In simple words, users having basic knowledge of computers can also Backup Thunderbird Mac without any hassles. The system generates on-screen wizards at every step to assist the users. Such instructions are written in a simplified and lucid form so that professionals, as well as the novice users, can understand them with ease.
• Download The Free Demo Of Mail Backup X Take Unlimited Thunderbird Backup Without Paying Any Cost:
The company has launched the 15 days free demo trial for those users who have doubts relating to its performance. The company has not locked any of its features so that users can have a bright idea about its performance. During the free trial period, Users can export up to 10 files in one process. Limited exportation of files is the only constraint of free demo version; if you want to break this restriction, you should buy its paid license package for a lifetime.
• Mail Backup X Can Also Play The Role Of Email Conversion Tool With Great Perfection:
This email backup software has advanced data conversion engine that is mostly used by professional conversion tools. Through this, users can convert any mail to any file format that is supported by almost all the major email clients. It will come up with complete, appropriate and 100% accurate results with zero file damages. Thus, users do not need to purchase additional data converter; Mail Backup X can flawlessly restore their email archives in the format of their choice without any compatibility issues.
• Mail Backup X Come Up With Advanced Emailing Services Which Makes Your Thunderbird Email Backup Process A Piece Of Cake:
Inventpure’s Mail Backup X not only takes mail backups from all the major email clients like Outlook, Thunderbird, Apple Mail, etc. but also supports IMAP and POP services by directly operating on your Mac system. More than that, it can save your emails in PDF format for quick conversion from soft copies into hard copies.
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Maddy Roby
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This is what happened when I cofounded LinkedIn. The key business model innovations for LinkedIn, including the two-way nature of the relationships and filling professionals’ need for a business-oriented online identity, didn’t just happen organically. They were the result of much thought and reflection, and I drew on the experiences I had when founding SocialNet, one of the first online social networks, nearly a decade before the creation of LinkedIn. But life isn’t always so neat. Many companies, even famous and successful ones, have to develop their business model innovation after they have already commenced operations. PayPal didn’t have a business model when it began operations (I was a key member of the PayPal executive team). We were growing exponentially, at 5 percent per day, and we were losing money on every single transaction we processed. The funny thing is that some of our critics called us insane for paying customers bonuses to refer their friends. Those referral bonuses were actually brilliant, because their cost was so much lower than the standard cost of acquiring new financial services customers via advertising. (We’ll discuss the power and importance of this kind of viral marketing later on.) The insanity, in fact, was that we were allowing our users to accept credit card payments, sticking PayPal with the cost of paying 3 percent of each transaction to the credit card processors, while charging our users nothing. I remember once telling my old college friend and PayPal cofounder/ CEO Peter Thiel, “Peter, if you and I were standing on the roof of our office and throwing stacks of hundred-dollar bills off the edge as fast as our arms could go, we still wouldn’t be losing money as quickly as we are right now.” We ended up solving the problem by charging businesses to accept payments, much as the credit card processors did, but funding those payments using automated clearinghouse (ACH) bank transactions, which cost a fraction of the charges associated with the credit card networks. But if we had waited until we had solved this problem before blitzscaling, I suspect we wouldn’t have become the market leader.
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Reid Hoffman (Blitzscaling: The Lightning-Fast Path to Building Massively Valuable Companies)
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The digital poorhouse is hard to understand. The software, algorithms, and models that power it are complex and often secret. Sometimes they are protected business processes, as in the case of the IBM and ACS software that denied needy
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Virginia Eubanks (Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor)
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They wanted the benefits of direct response copy in their business: they wanted to leverage their time, energy and money, while marketing one-to-many and automating their sales and marketing to free up their time and allow them to reach more people than they could without it… But they hated how it made them feel. Inauthentic. Hype-y. Sales-y. Slime-y. Like a used car salesman.
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Michele Pariza Wacek (Love-Based Copywriting System: A Step-by-Step Process to Master Writing Copy That Attracts, Inspires and Invites (Love-Based Business Book 2))
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This book is a compilation of interesting ideas that have strongly influenced my thoughts and I want to share them in a compressed form. That ideas can change your worldview and bring inspiration and the excitement of discovering something new. The emphasis is not on the technology because it is constantly changing. It is much more difficult to change the accompanying circumstances that affect the way technological solutions are realized. The chef did not invent salt, pepper and other spices. He just chooses good ingredients and uses them skilfully, so others can enjoy his art. If I’ve been successful, the book creates a new perspective for which the selection of ingredients is important, as well as the way they are smoothly and efficiently arranged together.
In the first part of the book, we follow the natural flow needed to create the stimulating environment necessary for the survival of a modern company. It begins with challenges that corporations are facing, changes they are, more or less successfully, trying to make, and the culture they are trying to establish. After that, we discuss how to be creative, as well as what to look for in the innovation process.
The book continues with a chapter that talks about importance of inclusion and purpose. This idea of inclusion – across ages, genders, geographies, cultures, sexual orientation, and all the other areas in which new ways of thinking can manifest – is essential for solving new problems as well as integral in finding new solutions to old problems. Purpose motivates people for reaching their full potential. This is The second and third parts of the book describes the areas that are important to support what is expressed in the first part. A flexible organization is based on IT alignment with business strategy. As a result of acceleration in the rate of innovation and technological changes, markets evolve rapidly, products’ life cycles get shorter and innovation becomes the main source of competitive advantage.
Business Process Management (BPM) goes from task-based automation, to process-based automation, so automating a number of tasks in a process, and then to functional automation across multiple processes andeven moves towards automation at the business ecosystem level. Analytics brought us information and insight; AI turns that insight into superhuman knowledge and real-time action, unleashing new business models, new ways to build, dream, and experience the world, and new geniuses to advance humanity faster than ever before.
Companies and industries are transforming our everyday experiences and the services we depend upon, from self-driving cars, to healthcare, to personal assistants. It is a central tenet for the disruptive changes of the 4th Industrial Revolution; a revolution that will likely challenge our ideas about what it means to be a human and just might be more transformative than any other industrial revolution we have seen yet. Another important disruptor is the blockchain - a distributed decentralized digital ledger of transactions with the promise of liberating information and making the economy more democratic.
You no longer need to trust anyone but an algorithm. It brings reliability, transparency, and security to all manner of data exchanges: financial transactions, contractual and legal agreements, changes of ownership, and certifications. A quantum computer can simulate efficiently any physical process that occurs in Nature. Potential (long-term) applications include pharmaceuticals, solar power collection, efficient power transmission, catalysts for nitrogen fixation, carbon capture, etc. Perhaps we can build quantum algorithms for improving computational tasks within artificial intelligence, including sub-fields like machine learning. Perhaps a quantum deep learning network can be trained more efficiently, e.g. using a smaller training set. This is still in conceptual research domain.
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Tomislav Milinović
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Why people churn Most churn occurs at the time of the sale. In 2017, my churn was over 60%. I signed up customers who were a poor fit for my solution. Many customers thought Connex was an inventory management tool and others thought we built custom software. We had no onboarding process and we expected users to figure out Connex on their own. Many users failed to choose the right settings, since they are small business owners and not accountants. Since the software failed to work as expected, they quickly cancelled. From experience, most users churn in the first 30 days. It is critical that you reach out to them and ensure the software works correctly. My staff performs an onboarding and ensures Connex works to the customer’s satisfaction. Users churned because my software lacked features that it has today. We noticed a dramatic shift in churn, after implementing a sales and marketing process. In the first quarter of 2021, we had only a handful of refunds out of 100 purchases. People churn because they fail to achieve their desired result or experience. People buy Connex because they want accurate financial information, better order fulfillment, or protection from overselling. If the sync were inaccurate and unreliable then we would lose customers. In other cases, your software may become superfluous. For example, I used the excellent meeting automation tool Calendly. When I migrated to HubSpot, however, I no longer needed Calendly because HubSpot offered meeting automation as part of its suite of offerings. Even if your tool works, your customer’s desired situation or desired outcomes may change. I churned from my ticketing system because I was unhappy with the customer service and experienced technical issues with their chat and phone system. Companies often tack on features that are nowhere near as usable as their core offering.
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Joseph Anderson (The $20 SaaS Company: from Zero to Seven Figures without Venture Capital)
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a deployment pipeline. That’s your entire value stream from code check-in to production. That’s not an art. That’s production. You need to get everything in version control. Everything. Not just the code, but everything required to build the environment. Then you need to automate the entire environment creation process. You need a deployment pipeline where you can create test and production environments, and then deploy code into them, entirely on-demand.
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Gene Kim (The Phoenix Project: A Novel about IT, DevOps, and Helping Your Business Win)
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AI can be a great tool to automate repetitive and time-consuming work where human-level decision-making is involved.
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Kavita Ganesan (The Business Case for AI: A Leader's Guide to AI Strategies, Best Practices & Real-World Applications)
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Phase 1: Discovery 1. Define the problem statement What is the challenge that will be solved? The problem statement is defined at this step and becomes the foundation of the project. Here is a sample problem statement: The company has more than one hundred thousand email addresses and has sent more than one million emails in the last twelve months, but open rates remain low at 8 percent, and sales attributed to email have remained flat since 2018. Based on current averages, a 2 percentage-point lift in email open rates could produce a $50,000 increase in sales over the next twelve months. It’s important to note that a strong and valid problem statement should include the value of solving the problem. This helps ensure that the project is worth the investment of resources and keeps everyone focused on the goal. 2. Build and prioritize the issues list What are the primary issues causing the problem? The issues are categorized into three to five primary groups and built into an issues tree. Sample issues could be: •Low open rates •Low click rates •Low sales conversion rates 3. Identify and prioritize the key drivers. What factors are driving the issues and problem? Sample key drivers could include: •List fatigue •Email creatives •Highly manual, human-driven processes •Underutilized or missing marketing technology solutions •Lack of list segmentation •Lack of reporting and performance management •Lack of personalization 4. Develop an initial hypothesis What is the preliminary road map to solving the problem? Here is a sample initial hypothesis: AI-powered technologies can be integrated to intelligently automate priority use cases that will drive email efficiency and performance. 5. Conduct discovery research What information can we gain about the problem, and potential solutions, from primary and secondary research? •How are talent, technology, and strategy gaps impacting performance? •What can be learned from interviews with stakeholders and secondary research related to the problem? Ask questions such as the following: •What is the current understanding of AI within the organization? •Does the executive team understand and support the goal of AI pilot projects?
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Paul Roetzer (Marketing Artificial Intelligence: Ai, Marketing, and the Future of Business)
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This created an opportunity for plastics makers such as Nomacorc to step into the breech. Nomacorc’s value chain made it relatively easy for it to undertake research into the chemistry of wine taint, and to solve the problem. While the traditional cork makers were stuck in an older mind-set (“we’re in the cork business”), the plastics makers could see how to become part of a larger value-creating process. By 2009, Nomacorc’s automated North Carolina factory was churning out close to 160 million plastic stoppers a month, and synthetic corks had captured 20 percent of the market.
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Joan Magretta (Understanding Michael Porter: The Essential Guide to Competition and Strategy)
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Amazingly, the transformations are not primarily based on automation. Instead, the incredible improvements come from modifying policies around the system of work and the policies that control work in process, ensuring that there are effective cross-functional teams, subordinating everything to the constraint, and managing handoffs well.
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Gene Kim (The Phoenix Project: A Novel About IT, DevOps, and Helping Your Business Win)
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A business that doesn't implement a strategy of automation in the client acquisition process is doomed to have slow growth, even puts itself at risk of declining
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Bob Mangat
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For example, there’s an uncharacteristic explosion of creativity among accountants. Yes, accountants: Groups like the Thriveal C.P.A. Network and the VeraSage Institute are leading that profession from its roots in near-total risk aversion to something approaching the opposite. Computing may have commoditized much of the industry’s everyday work, but some enterprising accountants are learning how to use some of their biggest assets — the trust of their clients and access to financial data — to provide deep insights into a company’s business. They’re identifying which activities are most profitable, which ones are wasteful and when the former become the latter. Accounting once was entirely backward-looking and, because no one would pay for an audit for fun, dependent on government regulation. It was a cost. Now real-time networked software can make it forward-looking and a source of profit. It’s worth remembering, though, that this process never ends: As soon as accountants discover a new sort of service to provide their customers, some software innovator will be seeking ways to automate it, which means those accountants will work to constantly come up with even newer ideas. The failure loop will
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Anonymous
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Business Process Management (BPM) is a systemic approach for capturing, designing, executing, documenting, measuring, monitoring, and controlling both automated and non-automated processes to meet the objectives and business strategies of a company. BPM embraces the conscious, comprehensive, and increasingly technology-enabled definition, improvement, innovation, and maintenance of end-to-end processes. Through this systemic and conscious management of processes, companies achieve better results faster and more flexibly.
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Jakob Freund (Real-Life BPMN: Using BPMN 2.0 to Analyze, Improve, and Automate Processes in Your Company)
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s s i o n o f R a t i o n a l S o f t w a r e C o r p o r a t i o n i s t o e n s u r e t h e s u c c e s s o f c u s t o m e r s c o n s t r u c t i n g t h e s o f t w a r e s y s t e m s t h a t t h e y d e p e n d o n . We enable our customers to achieve their business objectives by turning software into a source of competitive advantage, speeding time-to-market, reducing the risk of failure, and improving software quality. We fulfill our mission with the Rational ApproachTM, a comprehensive softwareengineering solution consisting of three elements: • A configurable set of processes and techniques for the development of software, based on iterative development, object modeling, and an architectural approach to software reuse. • An integrated family of application construction tools that automate the Rational Approach throughout the software lifecycle. • Technical consulting services delivered by our worldwide field organization of software engineers and technical sales professionals. Our customers include businesses in the Asia/Pacific region, Europe, and North America that are leaders in leveraging semiconductor, communications, and software technologies to achieve their business objectives. We serve customers in a diverse range of industries, such as telecommunications
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Anonymous
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o n o f R a t i o n a l S o f t w a r e C o r p o r a t i o n i s t o e n s u r e t h e s u c c e s s o f c u s t o m e r s c o n s t r u c t i n g t h e s o f t w a r e s y s t e m s t h a t t h e y d e p e n d o n . We enable our customers to achieve their business objectives by turning software into a source of competitive advantage, speeding time-to-market, reducing the risk of failure, and improving software quality. We fulfill our mission with the Rational ApproachTM, a comprehensive softwareengineering solution consisting of three elements: • A configurable set of processes and techniques for the development of software, based on iterative development, object modeling, and an architectural approach to software reuse. • An integrated family of application construction tools that automate the Rational Approach throughout the software lifecycle. • Technical consulting services delivered by our worldwide field organization of software engineers and technical sales professionals. Our customers include businesses in the Asia/Pacific region, Europe, and North America that are leaders in leveraging semiconductor, communications, and software technologies to achieve their business objectives. We serve customers in a diverse range of industries, such as telecommunications, banking and financial services, manufacturing, transportation, aerospace, and defense.They construct software applications for a wide range of platforms, from microprocessors embedded in telephone switching systems to enterprisewide information systems running on company-specific intranets. Rational Software Corporation is traded on the NASDAQ system under the symbol RATL.1
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Anonymous
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Microsoft Dynamics 365 Supply Chain Management Solutions
Optimize your supply chain with Dynamics 365 Supply Chain Management. Our Microsoft expertise ensures efficient supply chain management.
Introduction to Dynamics 365 Supply Chain Management
In today's fast-paced business environment, managing a supply chain efficiently is crucial for success. Microsoft Dynamics 365 Supply Chain Management offers a comprehensive solution designed to streamline and enhance your supply chain operations. With our expertise in Microsoft technologies, we can help you achieve operational excellence and meet your business goals.
Key Features of Dynamics 365 Supply Chain Management
End-to-End Visibility: Gain complete visibility into your supply chain processes, from procurement to delivery.
Real-Time Insights: Utilize advanced analytics and AI to make data-driven decisions.
Seamless Integration: Integrate seamlessly with other Microsoft Dynamics 365 applications and third-party systems.
Scalability: Easily scale your operations as your business grows.
Enhanced Collaboration: Improve collaboration across departments with a unified platform.
Benefits of Using Dynamics 365 Supply Chain Management
Increased Efficiency: Automate and optimize your supply chain processes to reduce manual efforts and errors.
Cost Savings: Identify cost-saving opportunities through better inventory management and demand forecasting.
Improved Customer Satisfaction: Ensure timely delivery and high-quality products to enhance customer satisfaction.
Risk Management: Mitigate risks by monitoring and managing potential disruptions in real-time.
Why Choose Us?
With our extensive experience in Microsoft Dynamics 365, we are committed to providing top-notch supply chain management solutions tailored to your business needs. Our team of experts will work with you to implement and optimize Dynamics 365 Supply Chain Management, ensuring you get the most out of your investment.
Get Started Today
Transform your supply chain with Dynamics 365 Supply Chain Management. Contact us today to learn more about how we can help you achieve a more efficient and effective supply chain.
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Dynamics365scm
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With process, your business will become more and more clear to you and everyone else in the organization, leaving your people with a sense of ownership and of knowing exactly what they’re responsible for; how and who to communicate to and for what; what steps are waste that can be eliminated, automated, or improved immediately; and how to ensure a great customer experience, each and every time.
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Jessica Holsapple (Have Fun in the Process: Let Processes Run Your Business So You Don't Have To)
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Naxtre offers top-tier Microsoft Dynamics development services, specializing in customized solutions that enhance business operations and drive growth. Their expertise includes implementing and optimizing Dynamics 365, CRM, and ERP systems tailored to meet specific business needs. With a focus on seamless integration, automation, and scalability, Naxtre helps businesses streamline processes, improve customer engagement, and achieve greater efficiency. Their services also include ongoing support, system upgrades, and training to ensure that clients maximize the value of their Microsoft Dynamics investment.
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Naxtre
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Asking for Referrals. Not every product can have word of mouth baked into the product, but every founder can—and should—be proactive about asking for referrals. When you see that trials are converting well and customers are happy with your product, set up an automated email that goes out around the 60- or 90-day mark. Say something like, “So much of our business is based on referrals. If you’re enjoying our product, could you please pass the word along?” The automated email works well when you have a pretty hands-off, low-touch sales process. However, for products with higher ACVs and a more intensive sales process, it’s better to ask for referrals in person.
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Rob Walling (The SaaS Playbook: Build a Multimillion-Dollar Startup Without Venture Capital)
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With process, your business will become so clear to you and everyone else in the organization that people will know exactly what they’re responsible for, how and who to communicate to and for what, what steps are waste that can be eliminated or automated or improved immediately, and how to ensure a great customer experience each and every time. That’s the process solution.
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Jessica Holsapple (Have Fun in the Process: Let Processes Run Your Business So You Don't Have To)
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Processes help you talk about your business seamlessly and improve the speed of decision- making for all leadership, including senior leaders, board members, advisors, and investors. Processes save time, enhance performance, and allow for simplistic streamlining and automation where appropriate.
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Jessica Holsapple (Have Fun in the Process: Let Processes Run Your Business So You Don't Have To)
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Think big, start small, and scale fast”: Initiate the transformation with the definition of a multi-year, company-wide vision, roadmap, and business case. These plans need to be flexible and adaptable. Then, “start small” with the implementation of a pilot, and take the time to learn from this first experience. Finally, implement the broader scope in stages to manage the risks. Gradually increase the speed and scale of the transformation, and as a result, generate high impact. “IA is a business transformation, not a technology project”: The perspective of business benefits should guide the transformation. This transformation involves not only technology, but more importantly, people – with change management, and retraining – and processes – with redesigns. “IA is a journey, not a destination”: IA is not a one-off exercise; it is a never-ending transformation journey. It continually brings additional benefits to the organization by applying evolving concepts, methods, and technologies. Hence, building teams with the right skills to guide the company in this transformation is critical. “Infusing IA into the culture of the company”: Implementing IA with siloed, isolated teams does not work. Automation needs to be infused into the company. Change management, education, empowerment, and incentivization of everyone in the company is vital. Every employee should know what IA is and what its benefits are, and be empowered and incentivized to identify use cases and build automation.
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Pascal Bornet (INTELLIGENT AUTOMATION: Learn how to harness Artificial Intelligence to boost business & make our world more human)
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As an outcome, based on our experience, the leading practice is to use low-code and smart workflow platforms as a foundation of the overall automation platform. In contrast, RPA is used for any integration of the overall platform with legacy systems or for automation of bespoke processes.
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Pascal Bornet (INTELLIGENT AUTOMATION: Learn how to harness Artificial Intelligence to boost business & make our world more human)
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Deep learning techniques are used when data features are numerous and there is a lack of domain understanding to identify and understand them. This data is typically complex, such as images, videos, or voice recordings. For example, an image contains an indefinite amount of data features (e.g., points, edges, shapes, or objects), and some are relevant to the problem being solved, but others are not. Deep learning is used to solve problems such as image classification, natural language processing, and speech recognition.
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Pascal Bornet (INTELLIGENT AUTOMATION: Learn how to harness Artificial Intelligence to boost business & make our world more human)
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4. When to use RPA versus smart workflow platforms? These technologies can be used interchangeably. The leading practice is to use smart workflow and low-code platforms as a foundation of the overall automation platform. RPA is used when IA needs to be integrated with legacy systems or automation of bespoke processes.
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Pascal Bornet (INTELLIGENT AUTOMATION: Learn how to harness Artificial Intelligence to boost business & make our world more human)
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The long tail of lower-value automation opportunities should involve less focus on the redesign. The value will be captured through the systematic use of the lean methodology to improve the processes incrementally (e.g., simplify, reduce the number of actions).
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Pascal Bornet (INTELLIGENT AUTOMATION: Learn how to harness Artificial Intelligence to boost business & make our world more human)
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For a well-defined, standard, and stable process involving hand-offs between people and systems, it is preferable to use a smart workflow platform. Such platforms offer pre-developed modules. These are ready-to-use automation programs customized by industry and by business function (e.g., onboarding of clients in retail banking). In addition, they are modular. For example, a module might include a form for client data collection, and another module might support an approval workflow. In addition, these modules can be linked to external systems and databases using connectors, such as application programming interfaces (APIs), which enable resilient data connectivity. Hence, with smart workflows, there is no need to develop bespoke internal and external data bridges. This integration creates a system with high resiliency and integrity. In addition, the standardization by industry and function of these platforms, combined with the low-code functionality, helps to accelerate the implementation.
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Pascal Bornet (INTELLIGENT AUTOMATION: Learn how to harness Artificial Intelligence to boost business & make our world more human)
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Another common issue is the lack of interdisciplinarity in the transformation. In our experience, the highest impact is the result of multi-lever end-to-end process automation – not small, siloed implementations, focused on one single technology lever. To achieve this, management should advocate for getting the right talents from across the different parts of an organization to work together (e.g., data scientists, developers, business analysts). Interdisciplinarity is also about avoiding limiting the transformation to the implementation of one single technology lever (e.g., RPA), and about implementing IA on end-to-end processes instead of only a few process tasks. By combining talents and technology levers and targeting end-to-end processes, the organization will create synergies, build economies of scale, and remove potential bottlenecks. Organizations failing to achieve this are not able to scale their IA transformation.
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Pascal Bornet (INTELLIGENT AUTOMATION: Learn how to harness Artificial Intelligence to boost business & make our world more human)
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Maintaining an automated process is estimated to be about 20% of the initial implementation cost per year.
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Pascal Bornet (INTELLIGENT AUTOMATION: Learn how to harness Artificial Intelligence to boost business & make our world more human)
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IA not only makes transaction processes more efficient, but it also generates log files for every action, creating transparency and ease of compliance. Machine learning leverages the digital information created by these programs to recognize predictive patterns and project trends.
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Pascal Bornet (INTELLIGENT AUTOMATION: Learn how to harness Artificial Intelligence to boost business & make our world more human)
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There are no ready-to-use modules with RPA. Most of the development is bespoke, and all process flows need to be built almost from scratch. The connections also need to be constructed. This results in a more flexible design and implementation of the programs developed, which can fit with more specific business requirements. The key advantage of RPA is that it allows the creation of automation programs that can involve legacy systems (e.g., those which can’t use APIs) or address non-standard requirements (e.g., onboarding of clients for a broker insurance company under Singapore regulations). However, with RPA, the lack of native integration amongst the components has weaknesses. For example, it involves less robustness, weaker data integrity, and lower resilience to process changes. If one part of an RPA program fails, the whole end-to-end process is stopped. As an outcome, based on our experience, the leading practice is to use low-code and smart workflow platforms as a foundation of the overall automation platform. In contrast, RPA is used for any integration of the overall platform with legacy systems or for automation of bespoke processes.
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Pascal Bornet (INTELLIGENT AUTOMATION: Learn how to harness Artificial Intelligence to boost business & make our world more human)
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Server Automation This is very specific to a tech start-up, but server stability is a very important part of the product. Our customers relied on WebMerge in their business every day, and it could have a domino effect on their day if something went wrong. The easiest automation for server tracking is simple up-time tracking. This checks to make sure the app is loading every minute, every day. I set up alerts that if any downtime was detected, it would send a text message to my phone and also send me an email every minute. The text message was the most helpful, and I could often jump online in minutes to fix any issues. Over time, I started to run into server issues in the middle of the night. I had to set the alert tone on my phone to the emergency tone so it would wake me up. Well, often it took a few alerts to wake me or an elbow from my wife! I was waking up at 3:00 a.m. a few times per week to address issues. This couldn’t continue. To fix this, I created an internal system that would check the app uptime, and if there were issues, it would automatically restart services in the app that were most likely causing the problem. This auto-healing process worked like a charm, and I rarely had to wake up in the middle of the night again (or deal with many issues during the day). Is your product or service critical to your customers? If so, try to implement as many automated processes as you can to keep the service running at all hours. Your customers (and your sanity) will thank you.
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Jeremy Clarke (Bootstrapped to Millions: How I Built a Multi-Million-Dollar Business with No Investors or Employees)
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For example, if you are building a software business, you can visit Makerpad.co and learn how to connect Gumroad and Carrd to accept orders on your website without writing a single line of code. And when you are ready to automate your manual fulfillment process, it will teach you how to add Airtable and Google Forms and Mailchimp. There are products like Notion, which we use to run our entire company. And there are services like Zapier, which allow you to automate the connections between all the software you use. Seriously, check out Makerpad. You’ll be surprised how much you can build without writing a single line of code.
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Sahil Lavingia (The Minimalist Entrepreneur: How Great Founders Do More with Less)
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2. MIGRATE YOUR PRODUCT LEK had to move away from ‘standard’ strategy towards analysis of competitors. This led to ‘relative cost position’ and ‘acquisition analysis’. Your task is to find a unique product or service, one not offered in that form by anyone else. Your raw material is, of course, what you and the rest of your industry do already. Tweak it in ways that could generate an attractive new product. The ideal product is: ★ close to something you already do very well, or could do very well; ★ something customers are already groping towards or you know they will like; ★ capable of being ‘automated’ or otherwise done at low cost, by using a new process (cutting out costly steps, such as self-service), a new channel (the phone or Internet), new lower-cost employees (LEK’s ‘kids’, highly educated people in India), new raw materials (cheap resins, free data from the Internet), excess capacity from a related industry (especially manufacturing capacity), new technology or simply new ideas; ★ able to be ‘orchestrated’ by your firm while you yourself are doing as little as possible; ★ really valuable or appealing to a clearly defined customer group - therefore commanding fatter margins; ★ difficult for any rival to provide as well or as cheaply - ideally something they cannot or would not want to do. Because you are already in business, you can experiment with new products in a way that someone thinking of starting a venture cannot do. Sometimes the answer is breathtakingly simple. The Filofax system didn’t start to take off until David Collischon provided ‘filled organisers’ - a wallet with a standard set of papers installed. What could you do that is simple, costs you little or nothing and yet is hugely attractive to customers? Ask customers if they would like something different. Mock up a prototype; show it around. Brainstorm new ideas. Evolution needs false starts. If an idea isn’t working, don’t push it uphill. If a possible new product resonates at all, keep tweaking it until you have a winner. At the same time . . .
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Richard Koch (The Star Principle: How it can make you rich)
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The Most Widely Known Path
If you're like most people, you believe landing an interview is limited to these three steps:
1.) Applying online,
2.) HR reviewing your application, and
3.) If your application is selected, the hiring manager reviewing it.
You believe this because almost everything you’ve read comes from current or former HR folks.
This process has significant flaws.
Because the Internet made applying for positions easy, HR was drowning in applications. As a result, the HR Elimination system was born.
That’s not its official name, but the name fits.
The official name is Applicant Tracking System or ATS. ATS systems reject, on average, 75% of all applicants. Sometimes the rejection rate can be as high as 90%.
J. P. Medved, content director at Capterra, a firm that helps companies find the right software for their business, said,
Reducing the number of candidates might seem good if we're weeding out irrelevant resumes...In reality, many of these rejected candidates were knocked out of the running for bad reasons. An automated system, like an ATS, will sometimes reject people for very minor reasons, like incorrect resume formatting.
Bersin & Associates, an Oakland-based firm specializing in talent management, tested an ATS system. They created the perfect resume for an ideal candidate for a clinical scientist position. Matching the resume to the job description from a leading manufacturer, they submitted the resume to an applicant tracking system.
The ATS lost one of the candidate's work experiences. It also failed to read several educational degrees. As a result, the perfect resume for a clinical scientist position earned a score of 43, because the applicant tracking system misread it.
Similarly, a Vice-President of Human Resources decided to test his company's ATS system. He applied for a job at his own company and received an automated rejection letter from the ATS.
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Clark Finnical (Job Hunting Secrets: (from someone who's been there))
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Engineering autonomy in healthcare solutions must be a human-centered process. Engineers should not conflate automation, where AI can consistently repeat a task, with AI having autonomy. Humans must remain in the loop.
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Kerrie L. Holley (AI-First Healthcare: AI Applications in the Business and Clinical Management of Health)
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self-service portals, automation, business analytics, forecasting tools, workflow tools, governance tools and cloud services
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Mary Lacity (Nine Keys to World-Class Business Process Outsourcing)
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Revalgo leads the way in transforming sales dynamics for distributors and manufacturers. Their cutting-edge AI-driven automation platform offers an array of solutions, spanning from sales automation software to supply chain optimization. By simplifying intricate sales procedures and automating order processing, Revalgo liberates sales teams from tedious manual tasks. Experience the future of business resilience with Revalgo's transformative solution today!
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Revalgo Inc
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Joseph A. Schumpeter, the Harvard economist who in 1943 published the iconic Capitalism, Socialism, and Democracy. The seventh chapter of that work, entitled “The Process of Creative Destruction,” is for many academics a sacred text. “The process of creative destruction,” Schumpeter writes, “is the essential fact about capitalism. It is what capitalism consists in and what every capitalist concern has got to live in.” Creative destruction is an elegantly simple idea describing the industrial mutation of old structures into new ones. The department store evolves from and “creatively destructs” the country store; the auto industry evolves from and replaces the horse and buggy business, automation makes many factory and farm jobs obsolete but creates new jobs in information technology, engineering, healthcare, and biotech.
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Ellen Ruppel Shell (Cheap: The High Cost of Discount Culture)
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When I was a certified small business and startup mentor for several Non-Profit Organizations (NPOs), after several months I came to realize that most business owners saw websites as "one and done" items rather than as company portals through which valuable and important processes could go through -while concurrently promoting their business online 24/7 through multiple online channels.
Set your goals higher and ask yourself "how can we automate what takes up so much of our time and energy" and "how can we learn from and mirror the strategies of larger, more profitable competitors?
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David M. Somerfleck (Quotes to Inspire & Elucidate: Business Marketing & Digital Marketing Insights)
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In the fast-paced, technology-driven world of today, businesses and organizations face the constant challenge of adapting to ever-evolving technological landscapes. SAP, which stands for Systems, Applications, and Products, has risen to the forefront as a leader in enterprise software solutions.
SAP offers a diverse range of tools and applications that help businesses streamline their processes, make informed decisions, and manage their resources efficiently. As the demand for SAP expertise grows, SAP training programs have become pivotal for individuals and organizations alike.
In a world where data is the new currency, organizations are increasingly turning to SAP to digitize their operations. Whether it's finance, human resources, supply chain management, or customer relationship management, SAP provides comprehensive solutions that allow organizations to integrate and automate their processes.
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chickdamon
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When it comes to choosing a customer relationship management (CRM) tool, businesses have plenty of options to choose from. Two of the most popular options are Go High Level and Active Campaign. While both tools offer similar features and benefits, there are some key differences that may make one a better fit for your business than the other.
Go High Level: Overview and Features
Go High Level is an all-in-one sales and marketing platform designed specifically for businesses that want to streamline their customer management processes. The platform offers a wide range of features, including:
1. Sales Automation: Go High Level offers a range of sales automation features, including lead capture forms, appointment scheduling, and automated follow-up emails.
2. Marketing Automation: The platform also offers a range of marketing automation tools, including email marketing campaigns, SMS marketing, and social media marketing.
3. CRM: Go High Level provides a comprehensive CRM solution, with features that include lead management, contact management, and deal tracking.
4. Analytics: The platform also offers detailed analytics and reporting tools, allowing businesses to track the success of their sales and marketing efforts.
Active Campaign: Overview and Features
Active Campaign is another popular CRM tool that offers a wide range of features and benefits. Some of the key features of Active Campaign include:
1. Email Marketing: Active Campaign is primarily known for its email marketing capabilities, offering a range of tools for creating and managing email campaigns.
2. Marketing Automation: The platform also offers marketing automation tools, including lead capture forms, automated emails, and CRM integration.
3. CRM: Active Campaign provides a comprehensive CRM solution, with features that include lead management, contact management, and deal tracking.
4. E-commerce: Active Campaign offers e-commerce integrations that allow businesses to track customer behavior and make personalized product recommendations.
Go High Level vs. Active Campaign: Comparison
While both Go High Level and Active Campaign offer similar features and benefits, there are some key differences between the two platforms that businesses should be aware of.
1. Sales and Marketing Automation: While both platforms offer sales and marketing automation features, Go High Level offers a more comprehensive set of tools. This includes appointment scheduling, SMS marketing, and social media marketing. Active Campaign is primarily focused on email marketing, although it does offer some automation features.
2. Ease of Use: Both Go High Level and Active Campaign are user-friendly platforms, but Go High Level is known for its simplicity and ease of use. This makes it a good choice for businesses that are new to CRM tools and want to get up and running quickly.
3. Pricing: Pricing is an important consideration when choosing a CRM tool, both Go High Level and Active Campaign offer competitive pricing. However, Go High Level offers more flexible pricing options, including a pay-as-you-go plan that allows businesses to only pay for the features they need.
4. E-commerce Integration: While both platforms offer e-commerce integrations, Active Campaign is known for its strong e-commerce capabilities. This includes features like abandoned cart tracking, product recommendations, and personalized product recommendations based on customer behavior.
5. Customization: Go High Level offers more customization options than Active Campaign. This includes the ability to create custom workflows and integrations with third-party apps.
Which One to Choose?
Choosing between Go High Level and Active If you're looking for a simple and easy-to-use platform with a comprehensive set of sales and marketing automation features, Go High Level may be the right choice for you.
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Go High Level VS Active Campaign
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When it comes to choosing a customer relationship management (CRM) tool, businesses have plenty of options to choose from. Two of the most popular options are Go High Level and Active Campaign. While both tools offer similar features and benefits, there are some key differences that may make one a better fit for your business than the other.
Go High Level: Overview and Features
Go High Level is an all-in-one sales and marketing platform designed specifically for businesses that want to streamline their customer management processes. The platform offers a wide range of features, including:
1. Sales Automation: Go High Level offers a range of sales automation features, including lead capture forms, appointment scheduling, and automated follow-up emails.
2. Marketing Automation: The platform also offers a range of marketing automation tools, including email marketing campaigns, SMS marketing, and social media marketing.
3. CRM: Go High Level provides a comprehensive CRM solution, with features that include lead management, contact management, and deal tracking.
4. Analytics: The platform also offers detailed analytics and reporting tools, allowing businesses to track the success of their sales and marketing efforts.
Active Campaign: Overview and Features
Active Campaign is another popular CRM tool that offers a wide range of features and benefits. Some of the key features of Active Campaign include:
1. Email Marketing: Active Campaign is primarily known for its email marketing capabilities, offering a range of tools for creating and managing email campaigns.
2. Marketing Automation: The platform also offers marketing automation tools, including lead capture forms, automated emails, and CRM integration.
3. CRM: Active Campaign provides a comprehensive CRM solution, with features that include lead management, contact management, and deal tracking.
4. E-commerce: Active Campaign offers e-commerce integrations that allow businesses to track customer behavior and make personalized product recommendations.
Go High Level vs. Active Campaign: Comparison
While both Go High Level and Active Campaign offer similar features and benefits, there are some key differences between the two platforms that businesses should be aware of.
1. Sales and Marketing Automation: While both platforms offer sales and marketing automation features, Go High Level offers a more comprehensive set of tools. This includes appointment scheduling, SMS marketing, and social media marketing. Active Campaign is primarily focused on email marketing, although it does offer some automation features.
2. Ease of Use: Both Go High Level and Active Campaign are user-friendly platforms, but Go High Level is known for its simplicity and ease of use. This makes it a good choice for businesses that are new to CRM tools and want to get up and running quickly.
3. Pricing: Pricing is an important consideration when choosing a CRM tool, both Go High Level and Active Campaign offer competitive pricing. However, Go High Level offers more flexible pricing options, including a pay-as-you-go plan that allows businesses to only pay for the features they need.
4. E-commerce Integration: While both platforms offer e-commerce integrations, Active Campaign is known for its strong e-commerce capabilities. This includes features like abandoned cart tracking, product recommendations, and personalized product recommendations based on customer behavior.
5. Customization: Go High Level offers more customization options than Active Campaign. This includes the ability to create custom workflows and integrations with third-party apps.
Which One to Choose?
Choosing between Go High Level and Active Campaign ultimately comes down to your business needs and preferences. If you're looking for a simple and easy-to-use platform with a comprehensive set of sales and marketing automation features, Go High Level may be the right choice for you.
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Go High Level VS Active Campaign
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CRM (Customer Relationship Management) is a marketing strategy that focuses on managing interactions and relationships with customers. CRM enables businesses to improve customer satisfaction, loyalty, and retention by providing personalized experiences that meet their needs. CRM is an essential aspect of modern marketing as it enables businesses to understand their customers' behavior, preferences, and needs and develop targeted marketing campaigns that resonate with them. In Go High Level, CRM (Customer Relationship Management) is a core component of the platform. The CRM functionality in Go High Level enables businesses to manage their customer interactions and relationships more effectively, improving customer satisfaction, loyalty, and retention.
The CRM functionality in Go High Level includes a range of features and tools designed to help businesses automate and streamline their customer-facing processes, as well as provide them with insights into their customers' behavior, preferences, and needs.
In essence, CRM is a set of practices, technologies, and strategies that businesses use to manage their customer interactions and relationships. The goal of CRM is to build stronger, more meaningful relationships with customers by providing them with personalized experiences and tailored solutions. CRM in marketing can be divided into three main categories: operational CRM, analytical CRM, and collaborative CRM. Operational CRM focuses on automating and streamlining customer-facing processes, such as sales, marketing, and customer service. This type of CRM is designed to improve efficiency and productivity by automating repetitive tasks and providing a centralized database of customer information. Operational CRM includes features such as sales pipeline management, lead nurturing, and customer service management. Analytical CRM focuses on analyzing customer data to gain insights into their behavior, preferences, and needs. This type of CRM enables businesses to make data-driven decisions by providing them with a better understanding of their customers' needs and preferences. Analytical CRM includes features such as customer segmentation, data mining, and predictive analytics. Collaborative CRM focuses on enabling businesses to collaborate and share customer information across different departments and functions. This type of CRM helps to break down silos within organizations and improve communication and collaboration between different teams. Collaborative CRM includes features such as customer feedback management, social media monitoring, and knowledge management. CRM is important for marketing because it enables businesses to build stronger, more meaningful relationships with customers. By understanding their customers' behavior, preferences, and needs, businesses can develop targeted marketing campaigns that resonate with them. This results in higher customer satisfaction, loyalty, and retention. CRM can also help businesses to improve their sales and marketing processes by providing them with better visibility into their sales pipeline and enabling them to track and analyze their marketing campaigns' effectiveness. This enables businesses to make data-driven decisions to improve their sales and marketing strategies, resulting in increased revenue and growth.
Another benefit of CRM in marketing is that it enables businesses to personalize their marketing campaigns. Personalization is essential in modern marketing as it enables businesses to tailor their marketing messages and solutions to meet their customers' specific needs and preferences. This results in higher engagement and conversion rates, as customers are more likely to respond to marketing messages that resonate with them. Lead Generation: Go High Level provides businesses with a range of tools to generate leads, including customizable landing pages, web forms, and social media integrations.
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What is CRM in Marketing?
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our businesses should work like neuroplastic brains—wiring and rewiring processes all the time.
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Vijay Tella (The New Automation Mindset: The Leadership Blueprint for the Era of AI-For-All)
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NetSuite Solution Providers are business application experts who deliver complete cloud computing solutions.It automates front- and back-office processes like financial management, revenue management, order management, and billing inventory management in Uk.
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Nolan Business Solutions
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Scarcity of resources brings clarity to execution and it creates a strong sense of ownership by those on a project. Imagine raising a child with a large staff of help: one person for feeding, one for diapering, one for entertainment, and so on. None of these people is as vested in the child’s life as a single, overworked parent. It is the scarcity of the parenting resource that brings clarity and efficiency to the process of raising children. When resources are scarce, you are forced to optimize. You are quick to see process inefficiencies and not repeat them. You create a feeding schedule and stick to it. You place the various diapering implements in close proximity to streamline steps in the process. It’s the same concept for software-testing projects at Google. Because you can’t simply throw people at a problem, the tool chain gets streamlined. Automation that serves no real purpose gets deprecated. Tests that find no regressions aren’t written. Developers who demand certain types of activity from testers have to participate in it. There are no make-work tasks. There is no busy work in an attempt to add value where you are not needed.
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James A. Whittaker (How Google Tests Software)
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ABOUT MATIYAS
We are an enthusiastic and energetic establishment dedicated to bringing automation and transforming business processes digitally. We understand the value of technological advancements for increasing productivity and enhancing quality, and our in-house teams of dedicated professionals offer various services to achieve this objective effectively. Matiyas digital solutions help to streamline manufacturing business functions, increase profitability, automating efforts and increase the quality of production.
Our Customized manufacturing digital solutions can assist you to address all the hurdles that occur during the manufacturing process. You can have complete control over the manufacturing process by handling inventory management and supply chain management effectively. At Matiyas, we are committed to bringing digital transformation in manufacturing through advanced solutions and excellent services
Matiyas is providing industry 4.0 digital solutions to:
• Oil & Gas
• Cement Manufacturing
• Electronics Manufacturing
• Industrial Machinery and Equipment
• Steel Manufacturing
• Plastic Manufacturing
• Packaging Manufacturing
• Power Plants
• Pharmaceutical
• Fast Moving Consumer Goods (FMCG)
• Medical Devices Industry
• EPC
Our digital solutions empower the manufacturers to closely supervise each and every stage of the manufacturing process and gives the absolute control over it, as a result you observe an ample reduction in wastage and material exchange possibilities which not only improves production quality but quantity too.
We understand the major problems manufacturing businesses come across and we tailor best manufacturing digital solutions accordingly.
HOW OUR MANUFACTURING DIGITAL SOLUTIONS CAN BENEFIT YOUR ORGANIZATION?
Increased ROI Reduced Operational Costs & Optimize Operations Enhanced Resource Utilization & Reduced Overheads Deeper insights about your supply chains & production Improved Agility, Higher productivity Easier Collaboration Accountability and transparency And Many More ....
Matiyas Digital Solutions: Inventory Management, Procurement Management, Selling Management, Production Management, Retail POS Management, Manufacturing Management, Project Management, Customer Relationship Management, Accounting & Finance Management, Human Capital Management, Assets Management, Quality Management, Ecommerce, Website, Hospital Management Information System HMIS, Education Management and many more…
Matiyas Offices: India, Oman, Kuwait, Canada, UAE, Armenia, Africa, Egypt
Interested to Automate and Collaborate Effectively Through Our Custom Digital Solutions?
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Customized Manufacturing ERP Solutions Bringing Automation. Enhancing Productivity.
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She’s often heard that IT is the nerve center of the entire organization, because over the last thirty years almost every business process has been automated through IT systems. But for whatever reason, businesses have allowed their nervous system to become degraded, like multiple sclerosis disrupting the flow of information within the brain and between the brain and the body.
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Gene Kim (The Unicorn Project: A Novel about Developers, Digital Disruption, and Thriving in the Age of Data)
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fulfill our mission with the Rational ApproachTM, a comprehensive softwareengineering solution consisting of three elements: • A configurable set of processes and techniques for the development of software, based on iterative development, object modeling, and an architectural approach to software reuse. • An integrated family of application construction tools that automate the Rational Approach throughout the software lifecycle. • Technical consulting services delivered by our worldwide field organization of software engineers and technical sales professionals. Our customers include businesses in the Asia/Pacific region, Europe, and North America that are leaders in leveraging semiconductor, communications, and software technologies to achieve their business objectives. We serve customers in a diverse range of industries, such as telecommunications, banking and financial services, manufacturing, transportation, aerospace, and defense.They construct software applications for a wide range of platforms, from microprocessors embedded in telephone switching systems to enterprisewide information systems running on company-specific intranets. Rational Software Corporation is traded on the NASDAQ system under the symbol RATL.1
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Anonymous