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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).

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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Ericsson brings drone detection capabilities to mobile networks

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Ericsson introduces new Integrated Sensing and Communication (ISAC) SystemThe system accurately detects and tracks moving objects such as drones over wide areas, including those not connected to the networkSelected small-scale, sensing-only commercial pilots expected to begin in 2027. Wider scale sensing deployments expected to follow in 2028

STOCKHOLM, Nov. 2, 2026 /PRNewswire/ — Existing mobile networks can help close a gap in detecting low-flying, fast-moving objects such as drones across wide areas. Following successful testing of Integrated Sensing and Communication (ISAC) technology over the past months, Ericsson (NASDAQ: ERIC) today introduces the Ericsson ISAC System.

The new solution adds sensing capabilities to the mobile network, enabling defense, public safety and critical infrastructure operators to detect and track moving objects, even when they are not connected to the network.

Commercial introduction of the Ericsson ISAC System will take place in phases, beginning with small-scale, sensing-only commercial pilots with selected customers in 2027, followed by broader-scale deployments from 2028. The integrated communications capability will be added as the solution evolves towards 6G.

Small, low-cost drones are increasingly being used for unlawful surveillance, organized crime, sabotage, and warfare. Their size and flight behavior at low altitudes make them difficult to detect, which creates new challenges for national security, critical infrastructure protection, and public safety. Dedicated sensors will remain important for protecting critical sites but scaling them across larger areas may be challenging due to the significant new infrastructure required.

The Ericsson ISAC System closes the low-altitude, wide-area detection gap by transforming the mobile network into a new layer of situational awareness. Using sensing-capable 5G radios, edge computing, AI and signal processing, it detects objects that are not connected to the network and maintains tracks across the coverage area, complementing radar and other sensors rather than replacing them.

How it works

Ericsson ISAC System detects and tracks objects by analyzing how radio signals are reflected by objects in the environment. It operates as a multi-static system, which means that sensing signal transmission and reception are distributed across multiple geographically separate mobile-network sites. This allows objects to be viewed from multiple angles at once – providing high accuracy that increases detection confidence, positioning, track continuity, and coverage resilience.

The Ericsson ISAC System uses parts of the 5G mobile network infrastructure – such as towers, backhaul and spectrum – already in place across cities, transport corridors and strategic locations to provide tracking data and AI-based classification. This data can be securely shared through standardized interfaces with authorized external systems, including security and command and control systems. Combined with data from other sensors and mitigation platforms, it can give users a more complete operational picture, helping them respond faster and make more informed decisions.

In validated tests, the system reliably detected and tracked micro drones at kilometer-scale distances with precise 3D positioning. Testing demonstrated consistent detection and tracking across a range of operating conditions, system configurations and drone flight patterns. Actual performance depends on factors such as the characteristics and flight profile of the target, sensing geometry, terrain and surrounding environment, and system configuration.

Evaluated in live 5G demonstrations

Trials with AT&T in Arlington, Texas, used sensing dashboards to display drone activity. Combining Ericsson technology with AT&T’s network expertise, the trial detected, located multiple drones, and tracked their movements, illustrating how wireless infrastructure could help protect major venues, critical infrastructure and other key locations.

A separate demonstration with Erillisverkot in Helsinki showed multiple 5G sites detecting and tracking drones, demonstrating how network sensing can support public safety and counter-UAS (Unmanned Aircraft System) operations while extending coverage alongside traditional sensors.

In Poland, Ericsson, Asseco and Play demonstrated how Ericsson’s Integrated Sensing and Communication technology, Play’s mobile network and Asseco’s PUSZCZYK acoustic detection system could support detection and positioning of low-flying drones with higher accuracy.

Potential applications

Defense and public safety: Enhancing airspace monitoring across borders, coastlines and strategic assets.

Critical infrastructure: Strengthening protection for ports, power plants and other vital sites.

Transport and industry: Supporting safer operations across road, rail and industrial environments.

Low-altitude economy: Drone traffic management, urban airspace monitoring, and digital twins for smart-city planning and environmental mapping.

Freddie Södergren, Global Head of Mission Critical Networks and Defense, Ericsson, says: “Low-flying drones create a detection coverage gap that no single sensor can effectively address. Ericsson ISAC System enables multiple 5G sites to deliver coordinated wide-area detection and continuous tracking, with data that can be integrated with traditional sensing technologies and operational systems. It also gives operators a pathway to create new services from existing network assets.”

Joe Madden, Principal Analyst at Mobile Experts, says: “Ericsson’s ISAC System shows that mobile-network sensing can perform far better than many expect, turning complex radio reflections into remarkably accurate tracking of low-flying, uncooperative objects. By building on an extensive footprint of existing sites, Ericsson has the potential to deliver wide-area drone detection faster and more cost-efficiently than deploying new dedicated sensor infrastructure.”

Carl Lundqvist, Chief Architect, Swedish Armed Forces HQ, says: “Detecting small drones across large areas is a growing operational challenge. The possibility of using distributed infrastructure to complement existing sensors could provide an important additional layer of situational awareness.”

Shawn Hakl, SVP & Head of Product, AT&T Business, says: “The next evolution of connectivity is about networks that don’t just move data but help organizations with insights to better understand and respond to the events in the real world. Bringing Integrated Sensing and Communication (ISAC) capabilities into existing 5G infrastructure can provide telemetry and intelligence in situations where it is not possible or desirable to pre-deploy sensors or cameras. Deploying this technology in a complex environment like a stadium is an important example of how intelligent networks can drive better safety and security outcomes from infrastructure already in place.”

Antti Kauppinen, CTO, Erillisverkot, says: “The Ericsson ISAC System shows that dual-use technology can strengthen national security by extending sensing capabilities to help authorities protect people and critical infrastructure. Together with Ericsson, we are exploring how this capability can be developed responsibly to enhance Finland’s resilience, security, and preparedness.”

Discover how Ericsson ISAC System closes the low-altitude detection gap

NOTES TO EDITORS:

Ericsson ISAC System

Drone detection with ISAC for defense – Ericsson

Ericsson 5G for Defense: Digitalizing Defense Capabilities

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Aosom Kicks Off Black Friday 2026 with Its Biggest Discounts of the Year and Limited-Time Flash Deals

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LONDON, PARIS and HAMBURG, Germany, Nov. 2, 2026 /PRNewswire/ — As the year-end shopping season approaches, Aosom will kick off its 2026 Black Friday promotion on November 2, offering its biggest discounts of the year across home, pet, and children’s products. Shoppers can enjoy flash sales, prize draws, exclusive new-customer offers, and additional Black Friday week benefits.

More Exclusive Offers and Black Friday Surprises

Lucky Wheel: Shoppers can access the Lucky Wheel through a pop-up on the Aosom website homepage. First-time participants must subscribe and register for a chance to win products, coupons, and other rewards.

Community Giveaway: During the Black Friday early-bird campaign, Aosom will launch an interactive community event where shoppers can participate for a chance to win surprise prizes.

Exclusive New-Customer Package: First-time shoppers can enjoy a special package with additional savings on their first purchase.

Limited-Time Deals Across Categories and Extra Black Friday Week Benefits

Aosom will offer discounts across multiple product categories. During Black Friday week, shoppers may receive coupons for future purchases with their orders, while selected products will be available through limited-quantity flash sales. Eligible orders will also benefit from price protection.

Local Delivery and Flexible Payment for a Better Shopping Experience

With its local warehousing and delivery network, Aosom provides convenient shopping services. Depending on the delivery location, product, and order conditions, selected items may qualify for next-day delivery, and eligible shoppers may also choose installment payment options.

Shoppers can visit their local Aosom website for promotional details and campaign terms and conditions.

About Aosom
Aosom is a one-stop online platform for furniture and large home and lifestyle products, specializing in home, outdoor, garden, pet, and leisure products. Founded in 2013, Aosom operates across Europe and North America, with local subsidiaries in nine countries, including France, the UK, Germany, Spain, Portugal, Canada and the US. The brand is committed to providing innovative, affordable, and high-quality products for everyday living, supported by a logistics network of self-operated overseas warehouses and dedicated customer service. Aosom’s product range, which includes brands such as Outsunny, HOMCOM and PawHut, caters to a wide range of consumer needs, from home furnishings to outdoor use. Aosom continues to deepen its local market engagement through strategic partnerships and community initiatives. Every Home is Awesome(Aosom /’ɔ:səm/)

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Mirae Asset Celebrates Inclusion of Global X China Life Franklin HK-US Equity Select ETF (3428) as an Eligible ETF under Southbound Stock Connect

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Inclusion expands Global X’s Southbound ETF Connect line-up to 4 eligible ETFsEligible Mainland investors will be able to begin trading the Fund through Southbound Stock Connect on 9 November 2026.Global X China Life Franklin HK-US Equity Select ETF (3428) offers combined exposure to Hong Kong high-dividend equities with leading U.S. mega-cap companies in one ETF.

HONG KONG, Nov. 2, 2026 /PRNewswire/ — Mirae Asset Global Investments (Hong Kong) Limited (“Mirae Asset”), through its Global X ETFs brand, is pleased to announce the inclusion of the Global X China Life Franklin HK-US Equity Select ETF (the “Fund”; HKD counter: 3428; RMB counter: 83428; USD counter: 9428) under Southbound Stock Connect. Eligible Mainland investors are expected to begin trading the Fund through the programme on 9 November 2026.

The Fund seeks to track the CSI Select Market Moderate Index, which combines 65% Hong Kong-listed high-dividend equities with 35% leading U.S.-listed mega-cap companies across 45 securities. For eligible Mainland investors seeking both income-oriented exposure and participation in global innovation, the Fund brings these complementary investment themes together within a single, rules-based strategy.

The inclusion will bring the number of Global X ETFs available through Southbound Stock Connect to four, joining the Global X Hang Seng TECH ETF (2837), Global X Hang Seng High Dividend Yield ETF (3110) and Global X MSCI China ETF (3040).

For more information about the Global X China Life Franklin HK-US Equity Select ETF (3428), please visit Global X ETFs website at www.globalxetfs.com.hk/funds/china-life-franklin-hk-us-equity-select-etf/

About Mirae Asset Global Investments

Founded in 1997, Mirae Asset Global Investments is the asset management arm of Mirae Asset Financial Group, one of Asia’s leading independent financial services companies. As of 30 September 2026, the firm manages more than US$455 billion in assets and operates 25 offices worldwide.

Drawing on its globally integrated platform and investment intelligence, Mirae Asset Global Investments delivers progressive solutions across all major asset classes through mutual funds, ETFs and alternative investments.

As the world’s 12th-largest ETF provider, Mirae Asset offers more than 793 ETFs across 12 markets, with approximately US$280 billion in assets under management, offering investors high-quality, cost-effective solutions across emerging themes and disruptive technologies.

About Global X ETFs

Since 2008, Global X has been at the forefront of ETF innovation and has established itself as a leading issuer of thematic, income and global market ETFs. As part of Mirae Asset Financial Group, Global X combines a specialist ETF focus with global scale and the long-term backing of a truly global asset manager.

Global X serves every kind of investor in pursuit of its vision, “Beyond Ordinary ETFs”: developing innovative solutions that open access to the opportunities shaping tomorrow’s markets.

Mirae Asset Global Investments (Hong Kong) Website: https://www.am.miraeasset.com.hk/

Global X ETFs Hong Kong Website: https://www.globalxetfs.com.hk/

Important Information

Investors should not base investment decisions on this material alone. Please refer to the Prospectus for details including the product features and the risk factors. Investment involves risks. Past performance is not indicative of future performance. There is no guarantee of the repayment of the principal. Investors should note:

The investment objective of Global X China Life Franklin HK-US Equity Select ETF (the “Fund”) is to provide investment results that, before fees and expenses, closely correspond to the performance of the CSI Select Market Moderate Index.The Fund is exposed to concentration risk by tracking a specific region or country.Underlying investments of the Fund may be denominated in currencies other than the base currency of the Fund. Investors are exposed to foreign exchange risk.The Index constituents may be concentrated in a specific industry or sector, which may potentially more volatile than a fund with a diversified portfolio.The Fund may invest in small and/or mid-sized companies, which may have lower liquidity and their prices are more volatile to adverse economic developments.The Manager has delegated the investment discretion in respect of the Fund to the Sub Investment Manager. Any disruption in the communication with or assistance from the Sub-Investment Manager or a loss of service of the Sub-Investment Manager or any of its key personnel may adversely affect the operations of the Fund.The trading price of the Fund’s unit on the SEHK is driven by secondary market trading factors, which may lead to a substantial premium or discount to the Fund’s net asset value.The Fund’s synthetic replication strategy may invest up to 50% of its net asset value in financial derivative instruments (“FDIs”), which may expose the Fund to counterparty/credit risk, liquidity risk, valuation risk, volatility risk and over-the-counter transaction risk. The Fund may suffer losses from its usage of FDIs.The Manager may at its discretion pay dividends out of the capital of the Fund. Distributions paid out of capital, represent a return of an investor’s original investment or its gains and may potentially reduce the Fund’s Net Asset Value per Share as well as the capital available for future investment.

Disclaimer

This document is for Hong Kong investors only. This document is provided for information and illustrative purposes and is intended for your use only. It is not a solicitation, offer or recommendation to buy or sell any security or other financial instrument. The information contained in this document has been provided as a general market commentary only and does not constitute any form of regulated financial advice, legal, tax or other regulated services.

Certain of the statements contained in this document are statements of future expectations and other forward-looking statements. Views, opinions and estimates may change without notice and are based on a number of assumptions which may or may not eventuate or prove to be accurate. Actual results, performance or events may differ materially from those in such statements.

Investment involves risk. Past performance is not indicative of future performance. It cannot be guaranteed that the performance of the Funds will generate a return and there may be circumstances where no return is generated or the amount invested is lost. It may not be suitable for persons unfamiliar with the underlying securities or who are unwilling or unable to bear the risk of loss and ownership of such investment. Before making any investment decision, investors should read the Prospectus for details and the risk factors. Investors should ensure they fully understand the risks associated with the Funds and should also consider their own investment objective and risk tolerance level. Investors are advised to seek independent professional advice before making any investment.

Information and opinions presented in this document have been obtained or derived from sources which in the opinion of Mirae Asset Global Investments (Hong Kong) Limited (“MAGIHK”) are reliable, but we make no representation as to their accuracy or completeness. We accept no liability for a loss arising from the use of this document.

Products, services and information may not be available in your jurisdiction and may be offered by affiliates, subsidiaries and/or distributors of MAGIHK as stipulated by local laws and regulations. This document is not directed to any person in any jurisdiction where the availability of this document is prohibited. Persons in respect of whom such prohibitions apply or persons other than those specified above must not access this document. It is your responsibility to be aware of and to observe all applicable laws and regulations of any relevant jurisdiction. Please consult with your professional adviser for further information on the availability of products and services within your jurisdiction.

This document is issued by MAGIHK (Licensed by the Securities and Futures Commission for Types 1, 4 and 9 regulated activities under the Securities and Futures Ordinance). This document has not been reviewed by the Securities and Futures Commission or the applicable regulator in the jurisdiction in which this article is posted and no part of this publication may be reproduced in any form, or referred to in any other publication, without express written permission of MAGIHK.

Copyright © 2026 Mirae Asset Global Investments. All rights reserved.

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