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AI Training Dataset Market worth $9.58 billion by 2029 – Exclusive Report by MarketsandMarkets™

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DELRAY BEACH, Fla., Oct. 24, 2024 /PRNewswire/ — The AI Training Dataset Market is slated to expand from USD 2.82 billion in 2024 to USD 9.58 billion by the year 2029 at a robust CAGR of 27.7% over the forecast period, according to a new report by MarketsandMarkets™.

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487 – Tables
66 – Figures
446 – Pages

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Scope of the Report

Report Metrics

Details

Market size available for years

2019–2029

Base year considered

2023

Forecast period

2024–2029

Forecast units

USD (Billion)

Segments covered

Offering, Dataset Creation, Dataset Selling, Type, Data Modality, Annotation Type, End User, and Region

Geographies covered

North America, Europe, Asia Pacific, Middle East & Africa, and Latin America

Companies covered

Google (US), IBM (US), AWS (US), Microsoft (US), NVIDIA (US), Snorkel (US), Gretel (US), Shaip (US), Clickworker (US), Appen (Australia), Nexdata (US), Bitext (US), AIMLEAP (US), Deep Vision Data (US), Cogito Tech (US), Sama (US), Scale AI (US), Lionbridge Technologies (US), Alegion (US), TELUS International (Canada), iMerit (US), Labelbox (US), V7Labs (UK), Defined.ai (US), SuperAnnotate (US), LXT (Canada), Toloka AI (Netherlands), Innodata (US), Kili (France), HumanSignal (US), Superb AI (US), Hugging Face (US), CloudFactory (UK), FileMarket (Hong Kong), TagX (UAE), Roboflow (US), Supervise.ly (Estonia), Encord (UK), TransPerfect (US), Keylabs (Israel), and data.world (US).

The market for AI training datasets has gained substantial traction, with the major catalyst being the need for fair and unbiased datasets. Enterprises are gradually realizing the implications of bias within the dataset. Such bias was highlighted in the case of the Apple Card, where women were given lower credit limits than men due to biased training data embedded in the credit disbursal algorithms. Large language models have also been criticized for making negative stereotypes, such as when OpenAI’s GPT-3 unintentionally linked objectionable words to certain ethnic groups. These cases stress the need for curating well-balanced training datasets that adequately capture real life scenarios; and are inclusive as well. Other factors helping the market growth include the rise of synthetic data to address privacy concerns and scarcity issues, allowing industries like healthcare and autonomous vehicles to simulate rare scenarios. Other pivotal market trends include the progressively increasing use of multimodal datasets, to power virtual assistants and smart gadgets that require the simultaneous processing of text, images and audio.

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By offering, dataset creation segment will account for largest market share in 2024 owing to high demand for accurately labelled datasets.

The market for data labeling & annotation software is expected to hold major market share in 2024, spurred along by the rising need for accurate and precisely labelled data. One of the main factors for growth is the rising demand for context-specific annotations that go beyond basic labeling. Companies like Tempus Labs are using intricately labeled genomic and clinical data to develop precision medicine AI tools, requiring highly detailed and specialized annotations from medical experts. Furthermore, with the introduction of AI-powered annotation automation tools such as SuperAnnotate, the AI annotation is combined with human annotators, creating a human-in-the-loop (HITL) system that enhances workflow efficiency. This has become a popular trend as organizations want to reduce the amount of manual work while maintaining good standards. For example, Aptiv is leveraging such HITL datasets for training advanced driver-assistance systems (ADAS). Another major factor is the progressive increase in the adoption of multimodal data, which require highly accurate and robustly annotated dataset across various modalities.

Rising consumption of high-quality datasets to develop domain-specific AI models will push software & technology providers as the fastest growing end user segment during the forecast period

The software and technology providers segment is experiencing the fastest growth in the AI Training Dataset Market, driven by increasing demand for scalable and high-quality dataset creation solutions. These providers, especially cloud hyperscalers like AWS and Google Cloud, are leveraging massive datasets to enhance AI offerings like voice recognition, computer vision, and natural language processing. Microsoft Azure, for instance, has launched several services like Azure Machine Learning that take advantage of large amounts of data to train advanced AI models. Foundation models providers, such as Cohere and Anthropic, are also investing a lot of resources into the procurement of datasets in order to train and custom design LLMs. Furthermore, IT services companies are developing end-to-end data pipelines for their customers, allowing them to scale AI applications with ethically sourced and unbiased training datasets. The segment’s robust expansion is also aided by the growing use of industry specific datasets for niche applications like AI in cyber security and supply chain analytics.

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North America is set to hold the largest market share in 2024, fueled by a strong regulatory environment and increasing investments in responsible AI deployment

North America has emerged as the largest regional market for AI training dataset, owing to hefty R&D investments being poured into AI. As reported in the 2022 US budget, the federal AI spending of the US government was greater than USD 3.3 billion dollars, which created a demand for quality training datasets. The region’s strong focus on advancing large-scale AI models like GPT-4 by OpenAI and DeepMind’s AlphaFold also showcases the requirement for multimodal and high-quality training datasets to develop such models. Also, the existence of cloud hyperscalers like AWS, Microsoft Azure, and Google Cloud has sped up the provision of scalable AI solutions, including data annotation and management, as part of their cloud services. In Canada, companies like Element AI (acquired by ServiceNow) are creating sophisticated AI models for sectors like finance and logistics, driving the need for reliable datasets to ensure precision and effectiveness.

This trend is also assisted by the North American regulatory landscape, which favors responsible artificial intelligence practices, increasing the market demand for data sets that are both transparent and free from bias. A similar trend is reflected in California’s Automated Decision Systems Accountability Act (AB-13) which seeks to ensure that AI systems are fair and accountable.

Top Key Companies in AI Training Dataset Market:

The major players in the AI Training Dataset Market include Scale AI (US), Appen (Australia), Lionbridge Technologies (US), AWS (US), and Sama (US), along with SMEs and startups such as Snorkel AI (US), V7 Labs (UK), Alegion (US), Toloka AI (US), and iMerit (US).

Browse Adjacent Markets: Artificial Intelligence (AI) Market Research Reports & Consulting

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About MarketsandMarkets™

MarketsandMarkets™ has been recognized as one of America’s best management consulting firms by Forbes, as per their recent report.

MarketsandMarkets™ is a blue ocean alternative in growth consulting and program management, leveraging a man-machine offering to drive supernormal growth for progressive organizations in the B2B space. We have the widest lens on emerging technologies, making us proficient in co-creating supernormal growth for clients.

Earlier this year, we made a formal transformation into one of America’s best management consulting firms as per a survey conducted by Forbes.

The B2B economy is witnessing the emergence of $25 trillion of new revenue streams that are substituting existing revenue streams in this decade alone. We work with clients on growth programs, helping them monetize this $25 trillion opportunity through our service lines – TAM Expansion, Go-to-Market (GTM) Strategy to Execution, Market Share Gain, Account Enablement, and Thought Leadership Marketing.

Built on the ‘GIVE Growth’ principle, we work with several Forbes Global 2000 B2B companies – helping them stay relevant in a disruptive ecosystem. Our insights and strategies are molded by our industry experts, cutting-edge AI-powered Market Intelligence Cloud, and years of research. The KnowledgeStore™ (our Market Intelligence Cloud) integrates our research, facilitates an analysis of interconnections through a set of applications, helping clients look at the entire ecosystem and understand the revenue shifts happening in their industry.

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Technology

Instant Shipping Market to Grow by USD 43.14 Billion from 2024-2028, Driven by International Trade Growth and AI’s Role in Market Transformation – Technavio

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NEW YORK, Oct. 24, 2024 /PRNewswire/ — Report with the AI impact on market trends – The Global Instant Shipping Market size is estimated to grow by USD 43.14 billion from 2024-2028, according to Technavio. The market is estimated to grow at a CAGR of  8.13%  during the forecast period. Growth in international trade is driving market growth, with a trend towards adoption of drone technology. However, global supply chain disruption  poses a challenge.Key market players include Amazon.com Inc., AP Moller Maersk AS, Aramex International LLC, CMA CGM SA Group, COSCO Shipping Ports Ltd, DB Schenker, Deutsche Post AG, DPD Deutschland GmbH, FedEx Corp., Hapag Lloyd AG, Japan Post Holdings Co. Ltd., JD.com Inc., Kuehne Nagel Management AG, Nippon Express Holdings Inc., Royal Mail Group Ltd., SEKO Logistics, SF Express Co. Ltd., Swissport International AG, United Parcel Service Inc., United States Postal Service, XPO Inc., and Yamato Holdings Co. Ltd..

Key insights into market evolution with AI-powered analysis. Explore trends, segmentation, and growth drivers- View the snapshot of this report

Instant Shipping Market Scope

Report Coverage

Details

Base year

2023

Historic period

2018 – 2022

Forecast period

2024-2028

Growth momentum & CAGR

Accelerate at a CAGR of 8.13%

Market growth 2024-2028

USD 43143.1 million

Market structure

Fragmented

YoY growth 2022-2023 (%)

7.65

Regional analysis

North America, Europe, APAC, Middle East and Africa, and South America

Performing market contribution

North America at 40%

Key countries

US, China, Germany, UK, and Japan

Key companies profiled

Amazon.com Inc., AP Moller Maersk AS, Aramex International LLC, CMA CGM SA Group, COSCO Shipping Ports Ltd, DB Schenker, Deutsche Post AG, DPD Deutschland GmbH, FedEx Corp., Hapag Lloyd AG, Japan Post Holdings Co. Ltd., JD.com Inc., Kuehne Nagel Management AG, Nippon Express Holdings Inc., Royal Mail Group Ltd., SEKO Logistics, SF Express Co. Ltd., Swissport International AG, United Parcel Service Inc., United States Postal Service, XPO Inc., and Yamato Holdings Co. Ltd.

Market Driver

Drones, or unmanned aerial vehicles (UAVs), have become a popular solution for faster and more efficient goods delivery, particularly in challenging terrain and urban areas. Companies like Amazon and DHL are investing heavily in drone-based delivery systems to meet the increasing demand for instant shipping, especially for e-commerce and essential items. In March 2023, Amazon received FAA approval to operate its Prime Air drone service in select US regions, and by August, they expanded drone trials in rural Texas for essential deliveries. In April 2024, Amazon announced the deployment of drones from its same-day delivery site in Tolleson, integrating fulfilment and delivery functions for enhanced speed and efficiency. DHL also experimented with drones, delivering medical supplies to a remote island in Scotland in January 2023 and partnering with Drone Delivery Canada for drone solutions in North America’s challenging terrains by October 2023. These developments underscore the growing importance of drones in addressing logistical challenges and driving the global instant shipping market growth. 

E-commerce adoption is on the rise, with more consumers turning to online retail shopping for convenience. B2C shipments have become a significant part of logistics operations, putting pressure on delivery services to meet customer expectations of quick product delivery. Long delivery times are a concern for e-shoppers, leading to the emergence of same-day delivery and logistics automation. E-commerce platforms are investing in delivery infrastructure to meet consumer demand, especially in cross-border trade activities. Internet penetration and smartphone adoption have fueled the growth of e-commerce, making freight transportation a prominent player in the market. Effective services, customer satisfaction, and business growth depend on efficient last-mile deliveries. Perishable commodities require cold chain logistics, adding to logistics costs. Urbanization and infrastructure development are essential for effective transportation and inventory management. Prominent players like Supermercato24 are focusing on grocery delivery, catering to consumer demand for convenience. The market offers numerous opportunities for logistics cost reduction and transportation mode optimization. Overall, the focus is on effective services, customer experience, and efficient operations in the e-commerce shipping market. 

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 Market Challenges

The global instant shipping market has faced substantial challenges due to disruptions in the supply chain. One significant issue arose from the avoidance of high-risk areas, such as the Gulf of Aden and Bab al-Mandeb Strait, which led to a 41% decline in vessel traffic and a 47% drop in trade volumes. This trend continued into the first week of January 2024, with approximately 220 fewer vessels using this route compared to the same period in the previous year. The impact on containerized goods, which make up nearly half of the tonnage passing through the Suez Canal, and on oil and oil products transported from the Persian Gulf to Europe and the US, is expected to be far-reaching. Additionally, higher raw material costs, driven by shortages, contributed to a 11.1% increase in the US Producer Price Index (PPI) in the 12 months ending in May 2022. These disruptions led to inflation, complicating procurement for businesses and subduing demand, negatively affecting shipping volumes and profitability. Labor shortages and transportation issues, such as the US recording 4 million job resignations and 9.8 million new job openings in May 2023, further delayed production and deliveries, contributing to shipping delays. Political instability, like the Russian invasion of Ukraine in 2022, exacerbated the supply chain crisis by causing resource shortages. These global supply chain disruptions are hindering the growth of the instant shipping market during the forecast period.Instant Shipping Market: Seizing Opportunities Amidst Challenges The Instant Shipping Market is experiencing rapid growth, driven by smartphone adoption and e-commerce boom. Prominent players like Supermercato24 dominate the scene, offering same-day delivery for grocery and perishable commodities. E-commerce trade activities and consumer demand for quick product delivery are key drivers. Logistics automation, infrastructure development, and efficient freight transportation are essential to meet the increasing demand. However, logistics costs, especially for perishable goods, remain a challenge. Urbanization, internet access, and digitization are transforming the landscape, enabling real-time inventory management and cold chain logistics. Last-mile deliveries pose unique challenges, with multi-modal systems and mode of transportation being critical factors. Effective services and customer satisfaction are crucial for business growth. Emerging technologies like artificial intelligence and machine learning are revolutionizing the retail segment, enabling autonomous and robotic delivery. Despite these opportunities, challenges persist, including infrastructure development, logistics costs, and transportation efficiency. Addressing these challenges will be key to unlocking the full potential of the Instant Shipping Market.

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Segment Overview 

This instant shipping market report extensively covers market segmentation by  

Application 1.1 E-commerce1.2 Automotive1.3 Pharmaceuticals and healthcare1.4 Consumer electronics1.5 OthersCustomer Type2.1 Business to customer2.2 Business to businessGeography 3.1 North America3.2 Europe3.3 APAC3.4 Middle East and Africa3.5 South America

1.1 E-commerce-  At Instant Shipping Market, we provide efficient and reliable shipping solutions for businesses. Our team of experts handles every shipment with care, ensuring timely delivery. We offer various shipping options to suit different needs and budgets. Trust US to manage your logistics, allowing you to focus on growing your business. With our transparent pricing and excellent customer service, you can rely on US for all your shipping requirements.

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Research Analysis

E-commerce adoption has seen a significant in recent years, leading to an increase in B2C shipments. Customer expectations for quick product delivery and a seamless customer experience have become the norm. Delivery services play a crucial role in meeting these expectations, but long delivery times continue to be a challenge. Online retail shopping offers convenience, but shipping costs and delivery infrastructure can impact business growth. E-commerce platforms are investing in logistics operations, strategic alliances, and a multi-modal system to improve last-mile deliveries. Internet penetration and the rise of e-shoppers have opened up opportunities for cross-border e-commerce. Inventory management, cold chain logistics, and warehouse management are essential components of efficient shipping operations. Mode of transportation and delivery costs also impact customer satisfaction. Quick product delivery and a positive customer experience are key to business success.

Market Research Overview

E-commerce adoption has seen a significant, with customer expectations for quick and convenient B2C shipments continuing to rise. Delivery services play a crucial role in meeting these expectations, but long delivery times remain a challenge. Online retail shopping offers the convenience of shopping from anywhere, anytime, fueling the growth of e-commerce platforms. However, delivery infrastructure and logistics operations must keep pace with consumer demand. Internet penetration and smartphone adoption have expanded the reach of e-commerce, leading to an increase in cross-border trade activities. Logistics automation, including AI and machine learning, is transforming the industry, reducing logistics costs and improving efficiency. Same-day delivery and last-mile deliveries are becoming the norm, with multi-modal systems and autonomous delivery solutions emerging. Effective services, consumer satisfaction, and business growth are key market opportunities. Urbanization, population density, and digitization are driving the need for effective inventory management and cold chain logistics. Freight transportation and the retail segment, particularly perishable commodities, benefit from efficient and effective shipping solutions. Overall, the market presents numerous opportunities for innovation and growth in the e-commerce shipping industry.

Table of Contents:

1 Executive Summary
2 Market Landscape
3 Market Sizing
4 Historic Market Size
5 Five Forces Analysis
6 Market Segmentation

ApplicationE-commerceAutomotivePharmaceuticals And HealthcareConsumer ElectronicsOthersCustomer TypeBusiness To CustomerBusiness To BusinessGeographyNorth AmericaEuropeAPACMiddle East And AfricaSouth America

7 Customer Landscape
8 Geographic Landscape
9 Drivers, Challenges, and Trends
10 Company Landscape
11 Company Analysis
12 Appendix

About Technavio

Technavio is a leading global technology research and advisory company. Their research and analysis focuses on emerging market trends and provides actionable insights to help businesses identify market opportunities and develop effective strategies to optimize their market positions.

With over 500 specialized analysts, Technavio’s report library consists of more than 17,000 reports and counting, covering 800 technologies, spanning across 50 countries. Their client base consists of enterprises of all sizes, including more than 100 Fortune 500 companies. This growing client base relies on Technavio’s comprehensive coverage, extensive research, and actionable market insights to identify opportunities in existing and potential markets and assess their competitive positions within changing market scenarios.

Contacts

Technavio Research
Jesse Maida
Media & Marketing Executive
US: +1 844 364 1100
UK: +44 203 893 3200
Email: media@technavio.com
Website: www.technavio.com/

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MotherDuck Announces Beta Release of pg_duckdb; Brings DuckDB’s Analytics Power to PostgreSQL Users

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Collaboration with Hydra and DuckDB Labs can provide dramatic performance improvements for analytical queries in PostgreSQL

SEATTLE, Oct. 24, 2024 /PRNewswire/ — MotherDuck, in collaboration with Hydra and DuckDB Labs, today announced the beta release of pg_duckdb, a PostgreSQL extension that integrates DuckDB’s analytics engine directly into PostgreSQL. This extension enables organizations to run rapid analytical queries alongside traditional transactional workloads without changing their existing PostgreSQL infrastructure, delivering up to 1500x performance improvements for certain analytical queries and a more realistic 10x improvement for many other queries.

pg_duckdb allows companies to run rapid analytical queries alongside traditional transactional workloads

The pg_duckdb extension addresses a critical challenge faced by PostgreSQL users who need to perform analytics on their transactional data. By bringing DuckDB’s analytical capabilities directly into PostgreSQL, organizations can now:

Execute complex analytical queries up to 1500x faster than native PostgreSQLQuery data directly from Data Lakes and Lakehouses, including AWS S3Seamlessly work with columnar file formats like Parquet and IcebergScale analytics workloads using MotherDuck’s cloud resources

“PostgreSQL excels at transactional workloads but wasn’t specifically designed for analytics,” said Jordan Tigani, CEO and Co-Founder of MotherDuck. “With pg_duckdb, we’re bringing DuckDB’s analytical prowess directly to PostgreSQL users, allowing them to dramatically improve query performance without changing how their data is stored or updated.”

Real-World Performance
Initial testing demonstrates remarkable performance improvements. Using the TPC-DS benchmark suite, a query that took 81.8 seconds in native PostgreSQL completed in just 52 milliseconds using pg_duckdb – a 1500x improvement. When scaled to larger datasets on production hardware, the same query showed even more dramatic results, reducing execution time from over 2 hours to approximately 400 milliseconds.

What’s Next
While pg_duckdb is currently in beta, the development team is actively working on additional features and improvements. Users can track upcoming developments and provide feedback through the project’s GitHub repository.

To start using pg_duckdb, users can access the pre-built Docker image or follow the installation instructions in the repository’s README. For enhanced analytical capabilities, users can combine pg_duckdb with MotherDuck’s cloud resources by signing up at motherduck.com.

About MotherDuck
MotherDuck makes analytics fun, frictionless, and ducking awesome. In partnership with the team building open source database DuckDB, MotherDuck was founded by former leaders at some of the most innovative companies in data. It is on a mission to combine the elegance and speed of DuckDB with the collaboration and scalability of the cloud to provide a serverless, easy to use data warehouse for data small and large.

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SOURCE MotherDuck

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Dr. Talbot’s MilkFresh App Ensures Real-Time Breast Milk Freshness

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Dr. Talbot’s, a leading brand of natural medicines and healthcare products, is proud to introduce MilkFresh, a first-of-its-kind app designed to ensure the freshness of breast milk with the help of an innovative sensor. MilkFresh is now available on Walmart.com and DrTalbots.com.

MONROE, La., Oct. 24, 2024 /PRNewswire-PRWeb/ — Dr. Talbot’s, a leading brand of natural medicines and healthcare products, is proud to introduce MilkFresh, a first-of-its-kind app designed to ensure the freshness of breast milk with the help of an innovative sensor. MilkFresh is now available on Walmart.com and DrTalbots.com, and then in Walmart stores from 2nd November. MilkFresh uses real-time sensor technology to track the freshness of breast milk, ensuring that every bag of breast milk is stored optimally and safely for babies.

“At Dr. Talbot’s, we believe that simplifying life for moms is essential to ensuring the health and happiness of both mother and baby.” Helen Curran, CMO of Dr. Talbot’s.

This innovative app, powered by Evigence, is part of the Dr. Talbot’s Mom range, connecting to a sensor placed on breast milk bags, tracking freshness in real-time by monitoring temperature changes and storage time in accordance with the CDC guidelines. Busy and working parents or carers can now confidently know exactly how fresh stored breast milk is—without the guesswork.

Product Features and Benefits:

Real-Time Tracking: The MilkFresh sensor monitors breast milk freshness by detecting temperature changes and time.App Connectivity: Through the app, parents can receive instant alerts on the freshness status of their stored breast milk.Peace of Mind: Designed for busy parents, MilkFresh ensures that each stored bag of breast milk is fresh and safe when needed.Easy Integration: Seamlessly fits into daily routines and enhances the breast pumping experience, especially during transporting and storage.

Parents receive immediate alerts and updates, ensuring they’re always informed about the freshness and safety of their stored breast milk. This innovative technology empowers busy mothers to confidently manage breast milk storage, making the breastfeeding experience more convenient and stress-free.

“At Dr. Talbot’s, we believe that simplifying life for moms is essential to ensuring the health and happiness of both mother and baby. Milkfresh was born from our commitment to innovation, addressing an overlooked need for mothers who want to ensure their breast milk stays as fresh as possible. This product is a step toward making motherhood more manageable, letting moms focus on what matters most—caring for their baby,” said Helen Curran, CMO of Dr. Talbot’s.

MilkFresh will be available on Walmart.com and DrTalbots.com starting October 17th, 2024, and in Walmart stores from November 2nd with more options coming soon. To learn more about how MilkFresh can transform breastfeeding care, visit the site or contact [email].

About Dr. Talbot’s:

Dr. Talbot’s is a leading provider of safe and effective solutions for the whole family. Inspired by the belief that nature provides the best care for infants and parents, we developed products that harness the power of natural ingredients.

About Dr. Talbot’s Mom:

The Dr. Talbot’s Mom line was created to specifically support the health needs of pregnant and postpartum moms. The line’s best-sellers include the Peri Bottle, Postpartum Ice Pads, and Cooling Perineal Pad Liners. In 2024, Dr. Talbot’s Mom has emerged as the fastest-growing brand for prenatal and postpartum care on Amazon.com

About Evigence:

At Evigence, we measure food freshness in a new, smarter way to help our customers go beyond the date code – guaranteeing the quality and safety of their food, while reducing waste and operational inefficiencies. We provide advanced analytics based on data from our advanced sensors to intuitively monitor food freshness in real time, at the item level, all the way from production to consumption. For more information, visit www.evigence.com.

Media Contact

Ayeshah ‘Ice’ Somani, Don’t Be A Little Pitch, 1 2042273941, ice@dontbealittlepitch.com, dontbealittlepitch.com

Helen Curran, Dr. Talbot, helen.curran@drtalbots.com

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