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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™.

Browse in-depth TOC on “AI Training Dataset Market”

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).

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Walmart Has 23.6% of U.S. Grocery Sales – But Costco Owns the AI Answer – 5W Grocery Retail AI Visibility Index 2026

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Walmart Owns 21% of U.S. Grocery — But Costco Owns the AI Answer 

NEW YORK, May 7, 2026 /PRNewswire/ — 5WPR, the premier AI communications firm in the United States, today released the U.S. Grocery Retail AI Visibility Index 2026 — the 11th installment in 5W’s AI Visibility Index research series, and the first to rank American grocery retailers by how frequently they are cited inside AI-generated answers.

The headline finding rewrites the category league table.

Walmart, with approximately 21 percent of U.S. grocery market share — the largest in the country — ranks fourth in AI citation share. The retailer cited most often when American shoppers ask ChatGPT, Claude, Perplexity, or Google AI Overviews where to buy their groceries is Costco. Trader Joe’s ranks second. Whole Foods ranks third. Aldi, H-E-B, and Wegmans are all punching far above what their physical footprint would predict.

“Market share is a lagging indicator. AI citation share is a leading indicator,” said Ronn Torossian, Founder and Chairman of 5W. “The grocers who close that gap in 2026 will define the category in 2030. Most grocery CMOs we talk to are running 2019 playbooks against 2026 consumer behavior.”

5W researchers ran more than 80 consumer-intent queries across 12 sub-categories — best overall grocery store, cheapest, highest-quality produce, best private label, best organic, best meal planning, best bulk, best delivery, best customer service, best regional, and others — across the four leading consumer AI platforms. Each retailer was scored on citation frequency, position within the answer, sentiment, and sub-category dominance.

The top 10: Costco, Trader Joe’s, Whole Foods, Walmart, Kroger, Aldi, H-E-B, Publix, Wegmans, and Target.

Key structural findings:

Market share no longer predicts AI citation share. Walmart’s roughly 21 percent share translates to an estimated 8 to 10 percent AI citation share across premium query categories. The decoupling is the single largest such gap in American retail.Private label is the highest-leverage citation asset a grocer owns. Kirkland, Trader Joe’s, 365, Good & Gather, and Great Value are cited directly by name in AI answers at rates that exceed most national CPG brands.Regional loyalty translates directly into regional AI dominance. Regional chains outperform national chains in their home markets by 3x or more.Reddit and TikTok are under-priced citation surfaces. Perplexity pulls a majority of its answers from community sources. ChatGPT and Claude weight Reddit heavily.

The report also identifies six 2026 dynamics reshaping the category, including the new GLP-1 grocery basket, Aldi’s expansion as a citation-compounding program, and Walmart’s CEO transition from Doug McMillon to John Furner — effective February 1, 2026 — as a brand-narrative inflection point.

The full Index, including ranks 11 through 25 and sub-category breakdowns, is available as a free download at 5wpr.com/research.

About 5W

5W is the AI Communications Firm, building brand authority across the platforms where decisions now happen — ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews — alongside earned media, digital, and influencer channels. 5W combines public relations, digital marketing, Generative Engine Optimization (GEO), and proprietary AI visibility research, helping clients measure and grow their presence in AI-driven buyer research. 

Founded more than 20 years ago, 5W has been recognized as a top U.S. PR agency by O’Dwyer’s, named Agency of the Year in the American Business Awards®, and honored as a Top Place to Work in Communications in 2026 by Ragan. 5W serves clients across B2C sectors including Beauty & Fashion, Consumer Brands, Entertainment, Food & Beverage, Health & Wellness, Travel & Hospitality, Technology, and Nonprofit; B2B specialties including Corporate Communications and Reputation Management; as well as Public Affairs, Crisis Communications, and Digital Marketing, including Social Media, Influencer, Paid Media, GEO, and SEO. 5W was also named to the Digiday WorkLife Employer of the Year list.

For more information, visit www.5wpr.com.

Media Contact
Chris Bergin
cbergin@5wpr.com

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ICAT Logistics Appoints Youssef Annali as Chief Financial Officer

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Transportation and logistics finance leader joins as ICAT accelerates its next phase of growth

DALLAS, May 7, 2026 /PRNewswire/ — ICAT Logistics announces the appointment of Youssef Annali as Chief Financial Officer. Annali brings more than two decades of senior finance leadership across global logistics and supply chain businesses, and joins as the company scales its platform, team, and operational capabilities globally. 

Annali joins ICAT from OIA Global, a $1.4 billion revenue supply chain management leader, where he served as CFO for four years overseeing Finance, Corporate Development, Strategy, Legal, Compliance, and Real Estate. Prior to OIA, he spent eleven years at CEVA Logistics—one of the world’s largest freight and logistics providers—rising to CFO & EVP Finance for North America, where he held financial accountability for a business generating over $4.5 billion in annual revenue and more than 14,000 employees. Earlier in his career, he served in senior finance roles at Abbott, KPMG, and PricewaterhouseCoopers.

Annali has a consistent track record of building finance functions that support strategic growth and has deep experience across financial planning, M&A, treasury, and corporate restructuring. He holds a Post-Master’s in Finance and Control from the University of Amsterdam and a Master’s in Business Administration from the University of Groningen.

“Youssef has led high-performing finance teams at the highest levels of global logistics. He brings the operational depth and strategic mindset our platform demands as we enter the next phase of growth,” said Brad Stogner, CEO of ICAT Logistics.

“ICAT has built something genuinely differentiated—a specialized platform operating in verticals where precision and domain expertise are non-negotiable. The foundation is strong, and the opportunity ahead is significant. I look forward to working with the team to accelerate that momentum,” said Youssef Annali, Chief Financial Officer of ICAT Logistics.

About ICAT

ICAT is the world’s leading specialized logistics company, delivering customized solutions and deep vertical expertise to industries where failure is not an option. With 65 offices and operating capabilities in 190 countries, ICAT serves customers across Live Events, Luxury, Technology, Defense & Aerospace, Life Sciences, and Financial Institutions—sectors defined by uncompromising performance standards. ICAT’s proprietary, AI-powered technology platform provides end-to-end visibility and predictive intelligence, enabling precise execution for the most demanding operations.

ICAT is backed by New Atlas Capital following its acquisition of the Company in 2024.

Contact Information

ICAT Logistics, Inc.
8840 Cypress Waters Blvd, Ste 325,
Coppell, TX, 75019
marketing@icatlogistics.com

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HelloNation Article Highlights Poughkeepsie’s Focus on Youth Investment, Neighborhood Parks and Sustainable Reuse

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The article examines how redevelopment projects and youth programs are reshaping community life across Poughkeepsie.

POUGHKEEPSIE, N.Y., May 7, 2026 /PRNewswire/ — What does long term community growth look like when a city invests in both people and public spaces? HelloNation has published a HelloNation article that provides the answer through a detailed look at how Poughkeepsie is combining youth investment, neighborhood improvements and adaptive reuse projects to support residents and strengthen the city’s future.

The article explains that Poughkeepsie is undergoing a period of reinvention centered on infrastructure upgrades, youth programming and redevelopment along the city’s Northside. According to the article, local and county leaders are working to create spaces where residents can learn, gather and build stronger community connections. The article notes that these efforts are intended to improve quality of life while helping the city grow in a more sustainable and inclusive way.

A major focus of the article is the planned Youth Opportunity Union, also known as the YOU, a large multipurpose youth facility backed by Dutchess County. The HelloNation article describes the project as a 19,000 square foot center that will include childcare services, wellness support, tutoring areas, teaching kitchens and both indoor and outdoor recreation spaces. The article explains that the project reflects a larger regional effort to increase opportunities for children and teenagers in underserved communities.

The article also highlights additional youth centered investments connected to sports, education and recreation. According to the article, Dutchess County has awarded grants to local organizations serving young people between the ages of 6 and 17. The article further explains that Poughkeepsie’s City Parks program has introduced mini grants designed to support renovations and activities in neighborhood parks, including Pershing Avenue and Malcolm X parks.

Beyond youth programs, the article details how the city is working to improve transportation and neighborhood infrastructure. The HelloNation article explains that Poughkeepsie launched its first five year paving plan in 2025, beginning with major roadway improvements on Main Street and other corridors. The article states that these upgrades are intended to improve safety, durability and daily conditions for residents while supporting broader redevelopment goals throughout the city.

Another important part of the article focuses on adaptive reuse and environmental redevelopment on the Northside. The article describes how Scenic Hudson plans to transform the former Standard Gage Factory into the Northside Hub, a redevelopment project designed to serve as both a nonprofit headquarters and a community gathering space. According to the article, the project will feature solar powered operations, office space, public parkland and community facilities near the Walkway Over the Hudson and Dutchess Rail Trail.

The article also explains that Poughkeepsie’s selection as the Mid Hudson winner in New York’s Downtown Revitalization Initiative adds additional momentum to current redevelopment efforts. The HelloNation article notes that the funding will support new downtown projects that build on existing investments in youth programs, infrastructure and adaptive reuse. Together, these efforts are presented as part of a broader strategy to create long term stability and opportunity for local residents.

The article concludes that Poughkeepsie’s emerging identity is closely tied to projects that strengthen neighborhoods while supporting future generations. Poughkeepsie Puts Youth, Neighborhood Parks and Sustainable Reuse at the Center of Renewal features insights from HelloNation Staff Writer, community development coverage of Poughkeepsie, New York, in HelloNation.

About HelloNation

HelloNation is America’s Good News Network, a premier media platform built on the idea that good news travels faster when real people tell real stories. Through its community-focused digital publications and innovative “edvertising” approach, HelloNation delivers expert-driven, good-news content that informs, inspires, and spotlights the leaders making a meaningful impact in their communities. HelloNation maintains partnerships with the U.S. Conference of Mayors, and the United States First Responders Association.

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