The single-use coffee container, commonly referred to as the coffee pod, is synonymous with the tea bag and prepares just a single coffee. The major attraction of it is its one-time use and throw nature for customers, as it removes the additives and other flavors from their brewing process and thus easily cuts time. The lifestyles of general consumers are changing, with become preference toward ready-to-use innovative products, the real impact on awareness is from the health benefits of organic coffee consumption, and a tendency exists for rapid urbanization, which produces positive impacts on coffee pod demand. Other than the above positive attributes, embracing fair trade practices for farmers of coffee beans and recreating a café experience at home leads to increasing the consumer attraction to buy coffee pods.

Coffee Pods Market Trends:

According to numbers released up to October 2024, world coffee exports reached 11.13 million bags, up from 9.67 million reported in October 2023, according to International Coffee Organization (ICO) data. Thus, the growing trade of coffee worldwide is expected to generate a large portion of overall market growth related to coffee pods. The coffee pods are expected to witness significant developments since they are highly available and also observe wide applications in household, industrial, and brewing sectors.

Coffee pod brewing is quick and easy, eliminating a lot of time and guesswork using traditional methods, and pre-measured coffee grounds reduce the time needed in the morning for busy people, allowing them to access coffee very quickly between scheduled times. Urbanization is resulting in increased consumption of fast-moving products, such as beverages, among which coffee is one of the main brands. The busy lives of consumers present a need for convenience and speed; therefore, they demand coffee pods.

The culture of coffee is not only getting rapidly popular in the urban areas but is also serving innumerable cafés and shops, serving different taste preferences, making this space see much growth in commercial sales. By all means, irrespective of the fact that the rate varies with which modernization changes in each country, it is globally estimated that by 2050, 1 in 7 persons will be living in an urban area, thus being formed by a historical urban share. Further, it expects to rise from 58 percent in 2025 to 68 percent in 2050.

Increase in Coffee Export in the World, in Million Bags, in October 2023 and October 2024

Increase in coffee export in the World

Source: International Coffee Organization (ICO)

Moreover, there is a rise in trend witnessing an increasing number of customers who would like to experience the flavor of superior coffee brewing at home, so the coffee pod manufacturers must come up with diversified blends and flavors that will also stimulate market growth. For example, in December 2024, NEXE’s BPI-certified compostable coffee pods containing three different SKUs were received from NEXE Innovations Inc. by EKOCUPS, a retailer on Amazon as a second shipment from the company. NEXE enters the U.S. market through this partnership with EKOCUPS, committed to premium coffee products. The growth of compostable pods in the regular caffeine content coffee pods segment is likely driven by the increasing demand from consumers embracing sustainability, combined with a long-term trend towards the enjoyment of high-end sustainable coffees as these pods become more readily available.

New entrants in the market are expected to be a great part of coffee pod growth with unique flavor combinations, drawing potential consumers, and capturing shifting tastes with emerging taste preferences that all drive the growth of flavored coffee pod requirements in the coming years. Eggo’s entry into the market, in August 2024, launched Eggo Coffee flavors for all five different taste sensations, and this is considered the first-ever caffeine-infused offering of the brand known for waffles. Since it partnered with Two Rivers Coffee Company, Eggo has the possibility of creating combinations from the flavor of waffles and turning them into ultimate brews. This product line was made available in functional coffee pods compatible with Keurig brewers so that one can drink flavored coffee with their Eggo waffles or even coffee aficionados can consume power through busy days.

In addition, consumers’ tendency to buy goods directly through the Internet, which may bring more variety to coffee, is within the redeemed adoptions that will drastically shift the face of markets. The availability of coffee pods on the Internet makes it even more convenient for consumers. Moreover, e-commerce provides the consumer with various coffee pod options wherein prices can be compared without leaving the house for easy delivery, which would be appealing to the very busy lifestyle of consumers nowadays.

Alongside the prognostic correlation of that with an increase in e-commerce sales is a significant focus on the coffee pods in online sales channels. More so, it creates an affinity for their purchase patterns, which means, instead of them going for their traditional way of getting their coffee pods, they would prefer to shop for them online because of greater convenience, and this is particularly attractive to those whose time schedules are too tight to visit offline stores.

A report by the Census Bureau of the Department of Commerce states that in the third quarter of 2024, retail e-commerce sales in the United States increased by 2.6%, amounting to $300.1 billion, compared to the estimate of $1,849.9 billion in the previous quarter, without seasonal changes or price adjustments. The rising net sales value of retail e-commerce in the United States will build online distribution channels further into the coffee pods market base. The businesses leveraging these channels for their consumer preferences in targeting advertising and personalized offers would experience remarkable growth as their own coffee pod distribution channel.

Key Developments:

Year Development
November 2024 Victor Allen Coffee launched a pack of 60 pods, each filled with premium-variety coffee. This pack provides along serving pod coffee maker, thereby making it very easy to use for individuals. Packed with 60 coffee pods, the pack contains 15 pods of each of the four flavor roasts-Colombia Coffee Blend, Mexico Coffee Blend, Espresso Roast, and Brazil Coffee Blend. The pods can be hot or cold extracted as plain black coffee or customized with milk, cream, or syrup.
May 2024 The partnership between Starbucks and Podback will allow customers to save on the cost of recycling bags that collect used coffee pods dropped off in any of the 1,250 Starbucks coffee outlets spread out across the United Kingdom. Customers can fill the bags and take them to any of the 6,500 Yodel drop-off locations. Sending postage back to Podback is free. In the UK, Starbucks also runs a kerbside collection of pods for 1.5 million homes within the 21 local authority areas.
March 2024 Keurig Dr Pepper announced further advances in its next-generation coffee and brewer innovations for single-serve brewing systems. In the future, it sees K-Rounds™ plastic-free pods as revolutionary single-serve coffee forms manufactured utilizing only perfectly roasted coffee beans coated in the protective, plant-based coating.

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Top Materials Used in 3D Printed Footwear and Their Market Impacts

The 3D printing revolution has significantly impacted the footwear industry, enabling the creation of highly customized, sustainable, and performance-driven products. This article explores the top materials used in 3D printed footwear and their transformative effects on the market, from enhancing consumer experiences to driving sustainability.

3D printing, or additive manufacturing, allows footwear brands to produce intricate designs with precision, reduce waste, and accelerate production timelines. The materials used in this process are critical to achieving the desired functionality, aesthetics, and durability. Below, we highlight the key materials shaping the 3D printing materials market for footwear and their broader market implications.

Explore the 3D Printing Materials Market

Discover the materials driving innovation in 3D printed footwear. Our comprehensive report provides insights into market trends, material advancements, and growth forecasts.

Key Materials in 3D Printed Footwear

  • Thermoplastic Polyurethane (TPU): TPU is a flexible, durable, and elastic material widely used in 3D printed footwear for midsoles and outsoles. Its ability to absorb shock and provide cushioning makes it ideal for athletic shoes. TPU’s versatility has driven its adoption by major brands like Adidas and New Balance.
  • Polyamide (Nylon): Known for its strength and lightweight properties, polyamide is used in 3D printed shoe uppers and structural components. Its durability and flexibility make it a staple in high-performance footwear.
  • Carbon Fiber Composites: These materials offer exceptional strength-to-weight ratios, making them suitable for premium and performance-oriented footwear. They enhance durability while keeping shoes lightweight.
  • Bio-based Materials: Sustainable materials like PLA (Polylactic Acid) and recycled polymers are gaining traction due to growing consumer demand for eco-friendly products. These materials reduce the environmental footprint of footwear production.

Market Impacts of 3D Printed Footwear Materials

  • Customization and Personalization: 3D printing materials enable brands to offer bespoke footwear tailored to individual foot shapes and preferences, enhancing customer satisfaction and brand loyalty.
  • Sustainability: Bio-based and recycled materials align with the industry’s push toward sustainability, reducing waste and appealing to environmentally conscious consumers.
  • Reduced Production Costs: Additive manufacturing with materials like TPU and polyamide streamlines production, eliminating the need for traditional molds and reducing material waste.
  • Innovation in Performance: Advanced materials like carbon fiber composites enhance shoe performance, catering to athletes and active consumers, thus expanding market reach.

Dive into the Footwear Market Trends

Understand how 3D printing is reshaping the global footwear industry. Our in-depth report covers market dynamics, consumer trends, and technological advancements.

Challenges and Opportunities

While 3D printed footwear offers numerous advantages, challenges such as high material costs and scalability limitations persist. However, ongoing advancements in material science and printing technologies are expected to address these hurdles, opening new opportunities for market growth.

The additive manufacturing market is poised for significant expansion, driven by innovations in material formulations and increasing adoption by major footwear brands. The integration of smart materials, such as those with adaptive or responsive properties, could further revolutionize the industry.

Conclusion

The use of advanced materials in 3D printed footwear is transforming the industry by enabling customization, sustainability, and performance enhancements. As consumer demand for innovative and eco-friendly products grows, the market for 3D printed footwear is set to expand, offering significant opportunities for manufacturers and brands.

Unlock Insights with Our Market Research

Ready to explore the future of 3D printed footwear and related industries? Access our comprehensive reports for detailed data, forecasts, and strategic analysis.

Each report provides actionable insights to help you stay ahead in the rapidly evolving footwear and materials markets.

The tumor ablation market is expected to grow at a CAGR of 11.13%, reaching a market size of US$2.125 billion in 2030 from US$1.575 billion in 2025.

Tumor ablation is an image-guided technology that is used for treating tumors and cancer of the lungs, kidneys, liver, bone, etc. This technique offers efficiency in the diagnosis and prevention of tumors in their early stages. It is a minimally invasive procedure where thermal energy is used for heating and cooling the tissue to cytotoxic levels. Radiofrequency, microwave, laser, and cryoablation are common tumor ablation technology.

  • Growth Drivers of the Tumor Ablation Market

The rising cases of cancer and the increasing number of cancer patients are one of the major factors driving the global tumor ablation market growth. The lifestyle and modern diet of people have increased the rate of tumors and cancers in people, resulting in the growing demand for treatment and diagnosis methods like tumor ablation in the global market. Also, the technological advancements and up-gradation in research and development techniques employed in ablation devices are stimulating the global tumor ablation market growth. The high research and development investments made by several companies are raising the market share of the global tumor ablation market in the global healthcare and medical sector.

  • Segmentation of the Tumor Ablation Market

The tumor ablation market is driven by continued innovation in technology. There are increasing advancements in radiofrequency (RF) ablation, microwave ablation and other merging technologies that are offering more efficiency in diagnosis and tumor treatments. For example, in July 2024, AngioDynamics partnered with Immunophotonics to explore synergies in the combination of tumor ablation techniques and immunotherapy. The two companies are seeking to study how immunotherapy can amplify the immune response induced by tumor ablation, thus hopefully leading to better patient outcomes and a stronger anti-tumor effect.

The tumor ablation market is segmented, by technology, into radiofrequency (rf) ablation, microwave ablation, cryoablation, and other technologies. Radiofrequency ablation refers to using high-frequency electrical currents to generate heat that destroys abnormal tissues. Microwave ablation uses electromagnetic waves to generate heat which targets the diseased tissue, offering higher temperature production resulting in faster and effective treatment. Cryoablation refers to using extreme cold to destroy abnormal or diseased tissue. During the forecast period, although radiofrequency ablation will continue to dominate the market as it is well-established in clinical practices, microwave ablation will be growing significantly too as it is offering more effective treatment.

The tumor ablation market is segmented by application into Liver Cancer, Lung Cancer, Kidney Cancer, Bone Metastasis, and Other Applications. Tumor ablation is used to diagnose and treat liver cancer by using RF and microwave technology to destroy the abnormal tissue. This market is growing due to the increasing incidence of liver cancer. In lung cancer, tumor ablation is used with RF and microwave ablation technology to target abnormal tissue. During the forecast period, lung cancer and liver cancer segment will be growing significantly due to more efficiency offered by ablation technology and also the growing prevalence of liver and lung cancer.

Based on geography, the North American region is expected to dominate the global tumor ablation market in the forecasted years. The increasing investments made by government organisations along with advanced healthcare infrastructure and several companies in this region in cancer treatment and diagnosis techniques are one of the factors boosting tumor ablation market growth.

  • Key Players in the Tumor Ablation Market

The report includes the major players operating in the tumor ablation market are Healthtronics, Inc., Medtronic, PLC, Sonacare Medical, Boston Scientific Corporation, Edap TMS S.A., Misonix, Inc., Galil Medical, Inc., Neuwave Medical, Inc., Mermaid Medical A/S, and Angiodynamics, Inc.

View a sample of the report or purchase the complete study at: https://www.knowledge-sourcing.com/report/tumor-ablation-market

The Tumor Ablation Market is analyzed into the following segments:

  • By Technology  
    • Radiofrequency (Rf) Ablation
    • Microwave Ablation
    • Cryoablation
    • Other Technologies
  • By Mode of Treatment
    • Surgical Ablation
    • Laparoscopic Ablation
    • Percutaneous Ablation
  • By Application
    • Liver Cancer
    • Lung Cancer
    • Kidney Cancer
    • Bone Metastasis
    • Other Applications
  • By Geography
    • North America
      • USA
      • Canada
      • Mexico
    • South America
      • Brazil
      • Argentina
      • Others
    • Europe
      • Germany
      • France
      • UK
      • Others
    • Middle East and Africa
      • Saudi Arabia
      • UAE
      • Others
    • Asia Pacific
      • China
      • India
      • Japan
      • South Korea
      • Taiwan
      • Thailand
      • Indonesia
      • Others
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  • Cancer Cachexia Market Size
  • Cancer Gene Therapy Market Report

The AI Engineers Demand Outlook is expected to grow at a CAGR of 20.17%, reaching a market size of US$9.460 million in 2029 from US$3.775 million in 2024.

Artificial Intelligence (AI) engineers are positioned at the intersection of theory and practice by developing intelligent algorithms and systems that are capable of learning, analyzing, and predicting future occurrences. They are responsible for transforming advanced math and statistics applications into realistic computing algorithms. Among the most important tasks include creating AI models, preparing data, training and fine-tuning models, implementing AI systems, and their testing and maintenance. AI engineering usually requires proficiency in areas such as computer science, math, statistics, machine learning, and deep learning. They are found in the technology, healthcare, and finance manufacturing sectors where AI is mainly used to automate tasks and analyze data for better productivity.

There is increasing recruitment of AI engineers owing to the developments in the technologies of deep learning and neural networks, edge computing, the Internet of Things (IoT), and penetration of AI into industries such as healthcare, finance, and manufacturing, among others. AI technology is used in diagnosis and treatment, AI in drug development and personalized medicine, anti-fraud and algorithmic trading, call centers and home automation, repair forecasting and quality assessment, and recommendation systems. Also, data has increased at a rapid rate which requires the skills of AI engineers to understand the data collected to make the right decisions. AI is of course a huge investment for companies as it helps in their operational efficiencies, cost-cutting, and creating a market edge. Further, automation seeks to carry out the minimum human intervention to accomplish tasks that are repetitive so that human labor is available for more tactical activities.

Numerous universities and research labs across the world are investing in AI research which is further enhancing the need for AI engineers. These variables are directly impacting the ever-increasing need for AI engineers in the world. For instance, in June 2023, Accenture bought Nextira, which is an AWS Premier Partner, to enhance its engineering skills in Artificial Intelligence and Machine Learning among other fields. This acquisition was targeted to accompany the engineering enhancement of Accenture Cloud First and allow the clients to leverage a complete assortment of cloud capabilities and tools.

  • Segmentation of the AI Engineers Demand Outlook

Based on age, the AI engineers demand outlook is divided into 25 – 40 Years, 40 – 50 Years, 50– 60 Years, and >60 Years. The group population in the 25-40-year bracket is likely to play a key role in the growth of the demand for AI engineers within the next few years because of their technological savvy, education, work experience, and flexibility. They are digital natives which means that they are comfortable with advanced technologies and have a better chance of grasping new AI technologies very quickly and without struggle. The graduate education they have pursued, such as, in computer science, data science, or machine learning programs, is also relevant to drawing upon AI.

Based on gender, the AI engineers demand outlook is classified into male and female. The increase in demand for AI engineers will improve with the rise in diversity in the industry. Both male and female AI engineers have the required skills and education and the need for these engineers is on the rise. Diversity also provides a bigger pool of talents and the range of perspectives and ways of looking at problems is enhanced. In addition, the issues of equal gender representation in the tech industry have been recognized and women are being encouraged to make careers in AI.

Based on the field, the AI engineers demand outlook is categorized into natural language processing (NLP), computer vision, machine learning applications, robotics, and others. The demand for AI Engineering is predicted to see considerable growth in the next few years due to increasing demand in all fields but mostly rapid rise in NLP and computer vision. In addition, NLP will increase demand in areas such as customer services, translation services, and content generation. As for computer vision, which allows machines to understand images, demand will be on the rise in self-driving cars, medical image retrieval and identification, and recognition systems.

Based on geography, the AI engineers demand outlook is extending majorly in the North American region due to various factors. The North American region particularly the US, has evolved into a primary geographical center for AI research and its contributions to development due to the established technological infrastructures, scientific research establishments, investments from corporations such as Google, Microsoft, Amazon, Meta, and many others and the government itself. Furthermore, given the availability of broadband internet connection, cloud procurements, and efficient research centers, the region is conducive to the development activities of AI. These facilities also tend to train high-level professional AI engineers which in turn fuel the development of the AI market.

  • Key Players in the AI Engineers Demand Outlook

As a part of the report, the major players operating in the AI engineers demand outlook that have been covered are Google LLC, IBM Corporation, Amazon Web Services, Inc., Cisco Systems Inc., Nvidia Corporation, Microsoft Corporation, Siemens AG, Oracle Corporation, SAP SE, and Alibaba Cloud.

View a sample of the report or purchase the complete study at: https://www.knowledge-sourcing.com/report/ai-engineers-demand-outlook

This analytics report segments the AI engineers demand outlook on the following basis:

Packaging plays such an important role in our lives and really matters for almost every purchase choice made by a person in terms of product buying. But in the woke world, it seems that with all the growing concerns across the globe regarding waste, one can find the packaging industry now facing the music of having to lessen its impacts upon the environment.

Sustainable packaging, which refers to any type of packaging that minimizes its environmental impact during its entire life-cycle-that is, during the sourcing of its material, production, distribution, use, disposal, and recycling-is an all-encompassing term. It considers all aspects, for instance, types of material used, energy consumption in production, carbon footprint, recyclability, and compostability.

Further, there has been a drastic transition to sustainable packing options even during the post-pandemic years, due to many such regulations and the consumer’s own appetite for green products.

Increasingly, however, consumers have included green constructions within their purchase decisions. People are becoming more health-conscious about the effects of climate change on the health of the planet, which in turn influences the buying decision. They are inclined towards brands that are committed to reducing their environmental impact through the aforementioned sustainable practices.

Sustainable packaging of course finds some answer in consumer demand. Besides, the other benefits that green packaging brings to companies include economic ones. Companies that use sustainable packaging solutions are likely to lower their long-term production costs. This is because sustainable materials are usually lighter and require less energy in production, hence resulting in cost savings for companies.

Moreover, the increased demand for biodegradable packaging was probably caused by its environmental, regulatory, and consumer concerns. Businesses are becoming more aware and wake up to the importance of sustainability; consequently, eco-friendly packaging can now form a huge part of businesses’ direct requirements for packaging solutions. Increased awareness toward environmental degradation, especially plastic waste, has been one of the biggest drivers of this trend. Traditional plastics packaging is a major source of waste going into landfills and oceans, which end up harming different species and ecosystems.

Moreover, many governments and regions have drafted stringent legislation to minimize the use of plastics and promote the usage of biodegradable alternatives. To name only one from the many examples, the EU’s Single-Use Plastics Directive has speeded up the transition to biodegradable packaging by prohibiting some single-use plastic products and, at the same time, advocating the usage of more sustainable alternatives. For instance, the global plastic production increased from 394 mt in 2021 to 400.3 mt in 2022.

Global Plastics Production in Million Tonnes, 2021 to 2022

plastics production

Source: Plastics Europe

Top Innovation in Biodegradable Packaging

  • Edible Packaging
  • Mushroom Packaging
  • Plant-based Plastics
  • Recyclable Flexible Packaging
  • Water Soluble Packaging
  • Reusable Packaging

Let’s discuss each in detail.

  • Edible Packaging

Imagining munching on our packaging material after a meal is one of the future scenarios. One could say goodbye to recycling because edible packages have long been a reality. From seaweed-based films to edible coatings, these new-styled, alternative solutions will biodegrade and be delicious as compared to normal packaging materials. WikiFoods and Loliware are among the most popular companies that have developed options for edible packaging that use only natural, food-safe substances. They cut plastic use and offer a very special and sustainable way of packaging. It would seem that one day, more could be said on the topic than just ice cream cones, the original icon of edible packaging.

  • Mushroom Packaging

Nature often provides the best innovative solutions, as is well exemplified by mushroom packing. Biodegradable packaging material from mycelium, the root structure of mushrooms, comes as a sustainable alternative to Styrofoam, and other synthetic packaging foams. Mycelium-based packaging is compostable and renewable since it can grow in a matter of days using agricultural waste as an initial substrate. Its second claim to fame is that it is durable, lightweight, and decomposes swiftly. Developing a mushroom pack for various application purposes, including electrical protection or building insulation, has been spearheaded by companies such as Ecovative Design.

  • Plant-Based Plastics

The production of conventional plastics from fossil fuels results in major environment pollution. These manmade bioplastics may contain plant-derived starch, sugarcane, corn, or cellulose. Unlike traditional polymers, bio-based polymers are biodegradable and compostable, so reducing the environmental impact of packaging materials. Example, plant-based polymers manufactured by NatureWorks have been employed in different applications, as food packaging and consumer products.

  • Reclyeable Flexible Packaging

Flexible packaging is also the most preferred because it is lightweight and user-friendly. Conventional flexible packaging, on the other hand, is quite challenging with respect to recyclability due to its complex multilayered structure. New collective solutions for recyclable flexible packaging were developed in 2024, including mono-material designs compatible with modern recycling infrastructures. These materials, while keeping their flexibility and barrier characteristics as regular packaging, make recyclability easy at the end of life. Leading recyclable flexible packages engineers and developer, Dow and Amcor, continue to fasten the pace of transition to a circular economy. Probably, this is the most ingenious cooperation as established by Sway and Ecoenclose who come up with a new line of packaging with seaweed-based films that replaces the plastic windows.

  • Water-Soluble Packaging

Single-use plastics, such as packaging films and sachets, play an enormous part in plastic pollution, particularly in the marine aspect. This solvent packaging is a solution to this problem as it actually dissolves in water, which makes it not needing any further disposal and at the same time lowers the hazards of environmental pollution. These amazing materials are designed to dissolve safely in water without leaving any toxic residues behind, making them suitable for an extensive range of applications that include single-dose packaging and detergent pods. This area has three impressive leaders, SmartSolve, MonoSol, and Aquapak Polymers, who have been at the helm of creating and innovating water-soluble packaging materials, thus revolutionizing packaging and consumption.

  • Reusable Packaging

Reusable packaging refers to a family of containers, boxes, and other materials intended to be frequently reused in their lifetime instead of being disposed of after one use. Usually, reusable packaging solutions are made with durable materials, including plastics, glass, metals, and sometimes even composite materials that will last longer. Durable and designed-for-long-life reuse will greatly reduce trash output and promote a more circular economy across companies. Reusable packaging systems may be entirely transformed with smart technology like RFID tags or sensors. Such activities will provide real-time tracking and monitoring of efficient return, storage, and management of packaging assets. Transparent and open packaging enables companies to optimize logistics and spot areas of improvement.

Future

The developments in eco-friendly packaging have brought major environmental promise, but such benefits come with various hurdles. Most bio-based materials are still more expensive compared to the conventional plastics. Cost mitigations will happen with scale and improved manufacturing. There would be a need for appropriate collection, effective composting and recycling infrastructure to ensure the correct treatment of these biodegradable and recyclable packaging materials. Education of consumers about the advantages brought by sustainable packaging and proper disposal methods is critical to ensure a widely transformed scenario. Such innovations in sustainable packaging must be promoted through incentive policies by many governments and regulatory organizations.

Conclusion

Such transformative green packaging solutions take a completely fresh dimension on the agricultural sector by adapting to a greener alternative from age-old techniques. Biodegradable and non-biodegradable packaging, edible packaging, reuse systems, and advances in material science are going to barrel the bright avenue for the ecology. These issues will be solved with such things as cost and the necessity of setting up a consumer base and power allowances for necessary government support to bring wide effects of these sustainable substitutes into the commercial sector. Within the continually evolving sector, sustainable packaging is and shall be key in minimizing the growing environmental impacts of agriculture as well as ensuring a sustainable postharvest future.

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The sample preparation market is expected to grow at a CAGR of 4.54%, reaching a market size of US$7,760.027 million in 2030 from US$6,792.415 million in 2025.

A process for converting chemical and biological samples into a form that can be directly inserted into an instrument for analysis is termed sample preparation. The sample preparation market includes products that are used to prepare biological and chemical samples to analyze raw materials to detect undesirable elements.

  • Growth Drivers of the Sample Preparation Market

One of the major growth potential factors of the global sample preparation market is the importance and application of sample preparation in pharmaceutical research. Sample preparation is important for every type of research and analysis associated with the chemical and biological sector, where the process and analysis of proper sample preparation support these. The large investments of major companies and governments in promoting the research and analysis sector of the chemical, biological, and food industries are boosting the market value of sample preparation products in the global market.

Miniaturization, automation, high-throughput performance, the potential of new sample preparation instruments to integrate with existing analytical instruments, and a reduction in solvent volume and time are also driving the market value of sample preparation products in the global market. The efficiency demonstrated by sample analysis in providing accurate results in chemical and biological research is also driving the sample preparation market growth.

  • Segmentation of the Sample Preparation Market

Based on product, the sample preparation market is divided into instruments, consumables, sample preparation kits, and other products. The instruments segment consists of centrifuges, homogenizers, and similar devices for the processing of samples. Consumables include filters, tubes, and reagents, among others that prepare sample preparation workflows. Sample preparation kits are pre-packaged solutions that come ready to apply to a particular task or application, including RNA/DNA extraction kit and protein purification. The other products relate to tools and accessories that assist the sample preparation process. These together represent the wide and varied requirements for research, diagnostic, and industrial laboratories.

The sample preparation market is categorized based on application into proteomics, genomics, epigenomics, and others. Proteomics looks at the study of proteins, including their structures and functions. Genomics is essentially a study of an organism’s genome-an analysis involving DNA sequencing and gene mapping. Epigenomics focuses on chemical modifications to genetic material that result in the regulation of gene expression without changing the DNA sequence. Meanwhile, others are a catch-all for other types of fields, like metabolomics and lipidomics, as well as all the niches that use sample preparation.

Based on end-users, the sample preparation market is bifurcated into pharmaceuticals, biotechnology, laboratory diagnostics, and others. The drug discovery, development, and quality control processes mainly use sample preparation techniques in the pharmaceutical sector. The biotechnology industry applies sample preparation in research, genetic engineering, and bioprocessing. Laboratory diagnostics heavily depend on sample preparation for clinical and research analysis and testing. The other category is comprised of academic and research institutes, environmental testing laboratories, and forensic laboratories, all of which significantly apply sample preparation in different areas.

Geographically, North America is expected to hold a significant share of the sample preparation market due to its advanced healthcare infrastructure, high research and development activities, presence in the biotechnology and pharmaceutical industries, strict regulatory standards, increasing focus on diagnostic testing and personalized medicine, collaborations, biobanking initiatives, technological advancements, increased funding for life sciences research, and market competitiveness.

  • Key Players in the Sample Preparation Market

As a part of the report, the major players operating in the global sample preparation market that have been covered are Agilent Technologies, Danaher Corporation, Illumina, Merck Millipore (Merck KGaA), Danaher Corporation, Roche, Perkinelmer, Inc., and Norgen Biotek Corporation, Qiagen N.V.

View a sample of the report or purchase the complete study at: https://www.knowledge-sourcing.com/report/sample-preparation-market

This analytics report segments the global sample preparation market on the following basis:

  • By Product
    • Instruments
      • Sample Preparation Workstations/Systems
      • Liquid Handling Systems
      • Extraction Systems
      • Other Instruments
    • Consumables
    • Sample Preparation Kits
    • Other Products
  • By Application
    • Proteomics
    • Genomics
    • Epigenomics
    • Others
  • By End Users
    • Pharmaceuticals
    • Biotechnology
    • Laboratory Diagnostics
    • Others
  • By Geography
    • North America
      • USA
      • Canada
      • Mexico
    • South America
      • Brazil
      • Argentina
      • Others
    • Europe
      • Germany
      • France
      • UK
      • Others
    • Middle East and Africa
      • Saudi Arabia
      • UAE
      • Others
    • Asia Pacific
      • China
      • India
      • Japan
      • South Korea
      • Taiwan
      • Thailand
      • Indonesia
      • Others
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Smart Grid Innovation: Powering the Future of Energy Storage and Efficiency

As the energy crisis and rising prices escalate, technological innovation trends in the energy storage sector start to gravitate towards smart grid technology. This assists in running electrical networks to a more efficient mode of operation where devices can control demand, protect distribution networks, save energy, and, thereby, costs. The inflexible traditional energy grids provide access to renewable technologies, allowing only one-way power flow where consumers receive electricity from centralized sources.

The biggest distribution of clean, renewable energy at the edge of the grid is the smart grid, several small-generation systems are operated by individual consumers or businesses. It requires sophisticated computing to manage and optimize intermittent loads and a “total system” approach for balancing all these fluctuating energy sources, consumption levels, and newly added renewable technologies. The International Energy Agency estimates that approximately $600 billion will have to be invested per year up until 2030 in electricity grids for the global energy sector to reach net-zero carbon emissions by 2050. This demands subsequent collaboration between public and private organizations in pursuit of the same energy goals.

Dive Deeper into Smart Grid Technology

Discover the full scope of smart grid advancements. Our comprehensive Smart Grid Market Report provides detailed insights into market trends, key players, and growth opportunities.

  • ✅ Market Size and Growth Projections
  • ✅ Competitive Landscape Analysis
  • ✅ Emerging Technologies and Regional Trends

Top 10 smart grid companies:

  • Siemens AG
  • IBM
  • Cisco
  • ABB
  • Itron, Inc.
  • Enphase Energy
  • S&C Electric Company
  • Stem
  • Uplight
  • Eaton

Let’s discuss each in detail.

  • Siemens AG

Siemens provides the energy intelligence platform for a more adaptable and sustainable grid power. Smart grids leverage digital, IoT solutions to adapt and intelligently respond to changes in the grid. By adding energy intelligence to Siemens’ Xcelerator for Grids portfolio, grid operators can realize more reliable, cost-effective, flexible, safe, and sustainable operations. In the energy challenge in world reaching net zero, the company provides a digital portfolio with hardware solutions that connect grids and markets, offering a well-grounded energy/power supply.

In August 2024, the company announced the launch of its two latest Gridscale X software products. The two products are targeted towards enabling Transmission System Operators (TSOs) to operate grids closer to their physical limits and manage the complexity associated with the energy transition. These products are an imperative part of Siemens Xcelerator that will offer the customers easy, fast, and scaled transformations into digital transformation, thus paving the way toward flexible and autonomous grid management.

Explore the Digital Transformation Market

Smart grids are at the forefront of digital transformation in energy. Our detailed report on the Digital Transformation Market offers insights into technology trends, key players, and growth forecasts.

  • IBM

IBM provides pioneered technology on a global scale including smart grid technology. It offers Maximo Applications Suite, support for smart grid adoption and development, for a foreign-tethered corporation that has offices in over 175 countries. IBM Maximo Application Suite, an embedded artificial intelligence solution, has been built to optimize performance, streamline utility operations, and simplify the smart grid transition. Among its advantages for utilities in making decisions are the CMMS, EAM, and APM abilities with advanced analytics for smarter, data-driven decisions. This comprehensive integrated platform enables energy and utility organizations to make informed decisions using sustainable choices.

  • Cisco

Cisco provides smart grid solutions that can help improve the modernization, security, and reliability of the utility. Addressing the proposal of changing environmental, consumer, and regulatory conditions, the company offers the best-suited solutions under Distribution Automation by linking data communication infrastructure to monitor and control the electrical distribution grid components from remote locations. Thus, allowing operators in real-time distribution and consumption of power data collection and information, providing predictive insight and recommendations for utilities, suppliers, and customers.

The company’s work in utilities reduces risk through security, visibility, and automation, improves efficiency through modernized grids, strengthens resiliency, increases productivity, and enhances accessibility and mobility.

  • ABB

This Swedish-Swiss multinational company has now embarked on making smart grid projects to enhance accountability in power distribution, meter accuracy, and conservation voltage for energy-efficient reading. In April 2024, ABB announced a minority investment in GridBeyond, a leading technology provider offering energy management solutions using artificial intelligence and data science. The investment, made through ABB Ventures, will help customers optimize distributed energy resources and industrial loads, thereby contributing to ABB’s sustainability advisory services portfolio.

Similarly, in August 2024, ABB launched ADAM which is a management solution for cloud-enabled power grid distribution in Vietnam. ADAM optimizes the supervision and administration of power distribution networks, integrating it with the SSC600 platform. Thus, integration is relevant to that since such improvements will enhance stability and efficiency performance in terms of grid operations in a country with such aspirations- those aspirations being the modernization of energy systems and the modernization of infrastructural energy.

Analyze the Power Distribution Market

Smart grids enhance power distribution efficiency. Our in-depth report on the Power Distribution Market provides comprehensive data on market dynamics, technological advancements, and key opportunities.

  • Itron, Inc.

Itron is delivering smart grid solutions for utilities and cities that can make their energy and water more efficient. The solution is designed to be implemented in a variety of operating conditions, addressing various business priorities and investment goals, thus providing customers with visibility they have never experienced before in all about measurement, control, network management, system operations, data management, and analysis.

Itron announced the launch of Grid Edge Essentials in October 2024. It is a cost-efficient pre-integrated solution powered by distributed intelligence and will offer utilities a more effective and quicker energy transition by solving their major issues dealing with the grid edge. The step will facilitate a smooth entry into new technologies by allowing visibility into the grid edge for distribution and improving consumer engagement to be improved.

  • Enphase Energy

Enphase Energy planned to ramp up its grid services program to New Hampshire, North Carolina, and California, making it a leader in supplying microinverter-based solar and battery systems in October 2024. This is a kind of program that pumps energy from home batteries into the community during peak demand periods to replace expensive and polluting power plants. Incentives for homeowners include reductions in utility costs, such as discounts on Enphase Energy Systems with IQ Batteries or continuous payments.

Discover the Solar Energy Market

Smart grids integrate solar energy solutions for sustainability. Our Solar Energy Market Report offers insights into market trends, key players, and growth opportunities.

  • S&C Electric Company

S&C Electric Company is the major player in the business of smart grid and the manufacturing of products that can help in controlling or protecting power flowing through energy lines. Some of these products offered include Intelligent Electronic Devices (IEDs), Reclosers, Sectionalizers, Distribution Automation Systems, and Grid Modernization Solutions. IEDs give faster response time and more reliable services, while the two devices above isolate faults on the grid and thus reduce service interruptions. Moreover, Distribution Automation Systems allow utilities to take actions on those grid facilities remotely, improving the production efficiency further along with reduced maintenance costs.

  • Stem

Stem is the world’s foremost AI-driven energy storage solution, optimizing and maximizing renewable energy value by coupling newly integrated technologies with Athena®. It helped enterprises set up a smart, flexible clean energy infrastructure, so that they can achieve resilience, sustainability, cost savings, environmental footprint, and innovation.

  • Uplight

Uplight is a technology partner for energy providers transitioning to a decarbonized future, announced its acquisition of AutoGrid, a Virtual Power Plant and Distributed Energy Resource Management System provider, in December 2023. Uplight will then be able to develop and manage flexible capacity in energy grids and do so in three areas: electrification, digitization, and decarbonization.

  • Eaton

Eaton is a company in power management, which produces GridAdvisor optical medium-voltage and current sensors to measure and provide site intelligence in real time into electrical distribution grid systems, substations, and underground locations as well as electrical, hydraulic, and aerospace domains. The latest invention brought to the market by Eaton in September 2024 is the AbleEdge system, which contributes to the smart revolution of smart breakers and home energy management, upgrading the smart grid technology.

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The haptic technology market is expected to grow at a CAGR of 9.15%, reaching a market size of US$25.969 billion in 2030 from US$16.762 billion in 2025.

Haptic technology is a device that generates a sensation and experience of touch when force is applied. Haptic usually means the sense of touch. The haptic technology is used across various industries and industry verticals, like gaming, automotive, healthcare, and robotics. One of the best samples of haptics across the globe is the vibration technologies in the latest smartphones.

The use of haptics is useful in all major industries. In the healthcare industry, haptic technology can improve the precision of medical measures, like surgeries, and can also create an improved way for the patient to interact with the medical devices. In the healthcare industry, haptics can also help the medical personnel with improving the physical therapy process, and can also help in the development of new treatment methods for multiple conditions, like chronic pains. Similarly, in the automobile industry, haptic technologies can be used to deliver vehicle drivers with haptic feedback, preventing any chance of accidents, and errors while driving.

Various businesses are involved in the development of haptics technologies, in the global market. For instance, in May 2024, Apple, a global technological leader in mobile and computing devices, its new feature of haptics technology, the Music Haptics, in the global market. The company aims to empower disabled consumers, with music experience, using haptics technologies. With the help of this technology, the company is offering the user the feel of tap, texture, and vibrations of the audio of the music. Several companies and organizations are also trying to develop new haptics technology, the haptics hologram technology, which uses ultrasound-emitted-phased arrays, that allow users to touch and feel virtual objects.

The application of haptics technologies is across multiple industries and verticals. Companies are developing various new devices with better haptics technologies embedded in them. In March 2024, the Immersion Corporation, a haptics technological leader signed a licensed agreement with Nintendo, to provide the new haptic technology developed by the Immersion Corporation into the Nintendo products. Similarly, the Immersion Corporation also signed the licensed agreement with Meta (formerly known as Facebook Inc.) in February 2024, to introduce the technology into Meta’s hardware and software, like ARs, VRs, and other gaming products.

  • Segmentation of the Haptic Technology Market

The haptic technology market by device is segmented into active haptics and passive haptics. The active haptics, under the device segment of the haptics technologies, are expected to attain maximum shares. Active haptic feedback includes vibrations, and oscillation, which can be generated using special actuators. This device aims to produce haptics based on the human touch or response.

The haptic technology market by component is segmented into microcontrollers, software, actuators, and others. Under the component segment, the actuators are estimated to attain the maximum share of the haptics technologies. The haptic actuators are one of the main components of haptic technologies. It consists of a magnetic coil that pushes the mass vertically, to create a vibration.

The haptic technology market by application is segmented into healthcare, gaming, automotive & transportation, education & research, engineering, and others. The gaming sector in the application segment is anticipated highest share in the segment. The global gaming industry has witnessed a major boost in recent years. The gaming landscape uses the haptics in the gameplay, on multiple devices, like smartphones, and ARs/VRs.

Based on geography, the haptic technology market is expanding significantly in the North American region, as the region is among the global hubs for technological development. Countries like the USA, and Canada, offer large landscapes of gaming and healthcare developments, along with research and engineering.

  • Key Players in the Haptic Technology Market

The research includes several key players from the haptic technology market, such as 3D Systems, Inc., Texas Instruments Incorporated., AAC Technologies, Microchip Technology Inc., and Immersion.

View a sample of the report or purchase the complete study at: https://www.knowledge-sourcing.com/report/haptic-technology-market

This analytics report segments the haptic technology market as follows:

  • By Device
    • Active Haptics
    • Passive Haptics
  • By Component
    • Microcontrollers
    • Software
    • Actuators
    • Others
  • By Application
    • Healthcare
    • Gaming
    • Automotive and Transportation
    • Education and research
    • Engineering
    • Others
  • By Geography
    • North America
      • United States
      • Canada
      • Mexico
    • South America
      • Brazil
      • Argentina
      • Others
    • Europe
      • United Kingdom
      • Germany
      • France
      • Italy
      • Spain
      • Others
    • Middle East and Africa
      • Saudi Arabia
      • UAE
      • Others
    • Asia Pacific
      • Japan
      • China
      • India
      • South Korea
      • Taiwan
      • Thailand
      • Indonesia
      • Others
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As it provides an easy means of getting hydrated, the bottled water industry is always under sharp scrutiny regarding the environmental implications associated with plastic packaging. In addition to their colossal contribution to pollution in marine environments, huge concentrations of plastic bottles have accumulated in landfills and depleted natural resources. Recycling has become very crucial as it presents challenges and opportunities in an economy transitioning towards a circular system.

One of the major difficulties is contamination. Bottles improperly disposed of or containing residues-food or beverages-end up mixed with other types of waste, lowering the quality of the recycled plastic. This often makes the material unsuitable for food-grade applications, greatly reducing its value and limiting the recycling process. For instance, when a plastic bottle carrying sugar particles from a sugary drink is sorted together with other plastics for recycling, all the items become weaker and unsuitable for use in food packaging. This entails thorough washing and segregation procedures hence making the recycling processes costly and complicated.   There is also a factor in the matter of demand of the market.

While the availability of recycled plastic in the market is on the rise, it has not reached the level of demand. Recycling efforts can only be encouraged if there is a market for recycled plastic products thus the need to expand the markets for recycled plastic. This requires more money to be spent on technologies for using recycled plastic in many ways rather than just the conventional use in the production of new bottles.  Other areas include textile production, construction material manufacture, and even automobile parts. These markets expanded would lead to a higher demand for recycled plastic, increasing the recycling rate, and closing the loop in the plastic value chain.

There are, however, plenty of opportunities for recycling initiatives

  • Packaging Design Innovation: The pressure to achieve realistic recycling rates has also encouraged innovation in packaging design. Consumers look for new and improved plastic that is lighter in weight and uses less material to produce each bottle of the same sturdiness and utility. This is not only economical on resources and materials, it also increases efficiency and decreases the emissions associated with transporting the vehicles. The industry is increasingly using 100% recyclable plastics, which are primarily PET with a very high recycling rate.
  • Advancements in Recycling Technologies: Investment in the latest recycling technologies, such as chemical recycling and mechanical recycling, improve the quality of the recycled plastic so that it can be used in applications as wide as food-grade packaging. Chemical recycling decomposes the plastic having the capability to form virgin highly valuable new plastic. It is for such reasons that these technologies have the potential to increase the quality and use of recycled plastics and encourage further market demand.
  • Circularity Shift: Minor amounts of waste pollution and resources are used and produced to the maximum extent possible in a circular economy. Recycling has forced bottled water firms to move to a circular economy system. In the circular economy, materials stay in use, are supplied to the market responsibly, and few wastes and emissions are created. This approach makes it easy for the industry to lower its impact on the environment, consume less virgin plastic, and therefore prop the creation of a sustainable future. This will therefore be a transition from the linear model of take-make-dispose to a circular model where the plastic is taken, made, disposed and reused cyclically.

Overcoming these challenges and capitalizing on these opportunities requires a multi-faceted approach

  • Improved Collection Infrastructure: Improving the collection infrastructure is one of the important success factors for recycling. It means extending curbside collection, making convenient drop-off centers, and establishing deposit-return systems. This can lead to increased volumes of recycled plastic, improved recycling rates, and, more importantly, a sustainable future for the bottled water industry.
  • Consumer Education and Involvement: Public awareness campaigns and consumer education programs are important to educate consumers on recycling plastics and the proper disposal of plastic bottles. These can instruct consumers on how to separate and clean their packages properly to reduce contamination rates and improve the quality of recycled materials.
  • Industry Collaboration: Industry stakeholders include manufacturers, retailers, governments, and non-governmental organizations, which must come together to support the successful implementation and scaling of recycling initiatives. For instance, in March 2024, as part of its continued commitment to supporting entrepreneurs and women-led companies in climate tech, Amazon’s Climate Pledge Fund invested in Glacier, an AI and robotics company working toward a world without waste by helping the recycling industry. Co-founded and led by Rebecca Hu and Areeb Malik, Glacier uses AI-powered robots to automate the sorting of recyclables and collect real-time data on recycling streams for recycling companies and consumer brands.

Additionally, in April 2023, a business partnership was signed with Sumitomo Chemical Co., Ltd. and Rever Corporation for the recycling of waste plastics arising from End-of-Life vehicles (ELVs). Through this business alliance, both companies cooperated in terms of establishing a circular waste plastics recycling system, this means collection, sorting, and recycling processes of waste plastics into useful plastic resources, and steering up the business of plastics recycling, which has become a pressing issue not only of the automotive industry but of the entire society as well.

These strategic approaches can allow for shared standards development, investment in research and development of new technologies, and policy advocacy that is supportive of recycling and the use of recycled content.

Recycling Initiatives Affecting the Bottled Water Packaging Industry:

  • Extended Producer Responsibility (EPR) programs: EPR programs shift the cost of collection and recycling or disposal of products at the end of their useful life to the producers. This would encourage companies to create packaging that is easy to recycle and also set up recycling facilities. For example, each identified single-use plastic item that has been found to have low utility and high littering propensity has already been banned in India, and any use of such items has been prohibited effective July 2022, following the Plastic Waste Management Amendment Rules, 2021 as notified on August 2021, throughout the nation.
  • Bottle deposit programs: These programs offer the consumers financial motivation to turn in the bottles they’ve used for recycling purposes. This in turn increases recycling rates while cutting contamination by a large percentage. By mid-2024, around thirty global countries had such plans in place; countries like Ecuador, most parts of Australia, much of Canada, Germany, the Netherlands, Croatia, and all of Scandinavia. These bottle deposit plans are likely to be launched in Europe later since new legal decisions need countries of the European Union to raise rates of collection of recycled productions.
  • Public awareness campaigns: Educating consumers about the importance of recycling, proper disposal techniques, and the environmental benefits of recycling is crucial. These campaigns can effectively increase public participation in recycling programs.
  • Advanced recycling technologies: Investments in research and development in advanced recycling technologies, including chemical recycling and mechanical recycling, are improving the quality and versatility of recycled plastic, thus expanding its potential applications and creating stronger market demand.

These initiatives, alongside improved collection infrastructure, are forcing the bottled water industry towards more sustainable and circular economies.

Through cooperation and proactive response to the challenges it faces, the bottled water packaging industry can utilize recycling initiatives to step into a future that is not only more sustainable and circular but also minimizes its environmental impact and ensures proper management of plastic resources.

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The AI in customer service market is projected to grow at a CAGR of 23.93% over the forecast period, from US$473.659 million in 2024 and is expected to reach US$1,384.688 million by 2029.

AI is among the most advanced and latest technological solutions, which offers its capabilities across multiple industries, like manufacturing, healthcare, BFSI, and automotive among others. In the global customer service sector, artificial intelligence-based tools and platform is expected to revolutionize the customer experience across multiple industries. In the customer service sector, AI helps to design and create personalized, accurate, reliable, and faster support experiences. AI in customer services also helps in boosting the efficiency of the customer services platform, and it also reduces the cost of operations. It also optimizes customer service experience and has the capability to handle higher support demand.

  • Growth Drivers of the AI in Customer Service Market

The global demand for AI in the customer services market is expected to witness significant growth majorly with the rising development in the global AI-based technological sector, and increasing demand for customer service platforms. Moreover, the increasing usage of the internet across the globe is also forecasted to boost the demand for AI in the customer service sector significantly. With the growth in the global demand for customer services market, various companies and organization across the globe will increase their investments in further developing the efficiency of these platforms. For instance, in October 2024, iQor, a global customer engagement solution leader, launched an AI-simulated training solution, which is aimed at boosting the efficiency of customer service performance. Similarly, the global leader in cloud-based technology company, Salesforce Inc., in October 2024, announced the launch of its Autonomous AI Agents, which is aimed at boosting the workforce scale. The company also launched Agentforce Service Agent, which is a customer-based AI agent, which offers efficient customer service experiences.

  • Segmentation of the AI in Customer Service Market

Artificial intelligence (AI) in the customer service market, under the technology segment, is categorized into chatbots, virtual assistance, generative AI-based FAQs, and data insights from customers. Under the technology segment of the global Artificial intelligence (AI) in the customer service market, the chatbot category is forecasted to witness significant growth during the forecasted timeline. Chatbot or AI chatbot is a type of conversational platform, which offers text-based responses to the users. The chatbots, in the customer service market, help efficiently and quickly offer support to the customer’s queries. It analyzes the customer’s interaction and recommends personalized suggestions.

Under the deployment segment, artificial intelligence (AI) in the customer service market, is categorized into cloud, on-premise, and hybrid. The cloud category in the deployment segment of Artificial intelligence (AI) in the customer service market is estimated to attain a greater growth rate. In the cloud-based deployment model, the data along with the algorithms are stored in a data center, which is connected to the internet. This deployment solution offers easy deployment of the platform and also reduces the operating cost of servers and other components.

The application segment of artificial intelligence (AI) in the customer service market, is categorized into finance, technology company, government, retail, healthcare, hospitality, and others. The finance category, in the global Artificial intelligence (AI) in the customer service market, under the application segment is estimated to attain a greater market share. In the finance sector, the AI-based customer service platform helps in the finance industry by automating customer queries and offering personalized results. It can also suggest various investment and saving schemes.

Based on geography, the North American region is forecasted to witness the maximum share of global artificial intelligence (AI) in the customer service market. North America is among the leading regions in developing and integrating AI-based technologies across multiple sectors, like finance, education, healthcare, manufacturing, and industrial among others. Countries like the USA and Canada have also introduced multiple key policies and investment opportunities to boost the development of AI-based technologies in the region.

  • Key Players in the AI in Customer Service Market

The research includes several key players from the AI in Customer Service Market, such as Aisera, Vonage America, LLC, Nuance Communications, Inc., NitroBots (iCumulus Pty Ltd), Tiledesk, Nokia, IBM, Amelia US LLC, Zendesk, CallMiner, Convin, Enthu.AI, NICE, Verint, and Bright Pattern, Inc.

View a sample of the report or purchase the complete study at: https://www.knowledge-sourcing.com/report/ai-customer-service-market

This analytics report segments artificial intelligence (AI) in the customer service market as follows:

  • By Technology
    • Chatbots
    • Virtual Assistance
    • Generative AI-based FAQs
    • Data Insights from Customers
  • By Deployment
    • Cloud
    • On-Premise
    • Hybrid
  • By Application
    • Finance
    • Technology Company
    • Government
    • Retail
    • Healthcare
    • Hospitality
    • Others
  • By Geography
    • North America
      • USA
      • Canada
      • Mexico
    • South America
      • Brazil
      • Argentina
      • Others
    • Europe
      • Germany
      • France
      • United Kingdom
      • Spain
      • Others
    • Middle East and Africa
      • Saudi Arabia
      • UAE
      • Israel
      • Others
    • Asia Pacific
      • China
      • Japan
      • India
      • South Korea
      • Indonesia
      • Taiwan
      • Others
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