Press release
2025-2034 Artificial Intelligence (AI)-Generated Synthetic Tabular Dataset Market Evolution: Emerging Opportunities and Market Disruptions Ahead
Artificial Intelligence AI Generated Synthetic Tabular Dataset Market
How Large Is the Artificial Intelligence (AI)-Generated Synthetic Tabular Dataset Market Expected to Be by 2025?
The artificial intelligence (AI)-generated synthetic tabular dataset market has expanded rapidly, increasing from $1.36 billion in 2024 to an anticipated $1.88 billion in 2025, representing a strong 37.9% compound annual growth rate. This notable rise is attributed to factors such as the enforcement of GDPR across Europe, broader data residency rules introduced by major economies, greater financial penalties for breaches of privacy regulations, more rigorous vendor-risk evaluations, and expanding internal stewardship programs designed to safeguard organizational data assets.
Projected valuation of the Artificial Intelligence AI Generated Synthetic Tabular Dataset Market by 2029
How Large Will the Artificial Intelligence (AI)-Generated Synthetic Tabular Dataset Market Grow by 2029?
Looking ahead, the artificial intelligence (AI)-generated synthetic tabular dataset market is forecast to reach $6.73 billion by 2029, supported by a CAGR of 37.6%. Growth during this period will be influenced by increasing scrutiny over data sourcing and consent management, stronger consequences for mishandling data, evolving requirements for jurisdiction-specific data retention, rising expectations for ethical stewardship in procurement, and wider adoption of compliance evaluations in regulated sectors like healthcare and finance. Technological advancements anticipated include broader application of generative adversarial networks for synthetic tabular creation, increased use of diffusion models for structured data, adoption of differential privacy within generation pipelines, expansion of federated learning environments paired with synthetic data, and the use of homomorphic encryption to validate synthetic datasets while maintaining confidentiality.
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Drivers privacy and compliance needs shaping the Artificial Intelligence AI Generated Synthetic Tabular Dataset Market
What Key Drivers Are Expected to Influence the Artificial Intelligence (AI)-Generated Synthetic Tabular Dataset Market's Growth Trajectory?
Demand within the artificial intelligence (AI)-generated synthetic tabular dataset market is strongly driven by the rising priority organizations place on data protection, security, and regulatory compliance. These efforts encompass a range of policies and strategies designed to protect sensitive information, prevent unauthorized access, and meet legal oversight requirements. Growing awareness of cyber risks, financial liabilities associated with non-compliance, and reputational threats encourages firms to adopt data practices that minimize exposure.
Drivers increasing security investments accelerating Artificial Intelligence AI Generated Synthetic Tabular Dataset Market growth
AI-generated synthetic tabular datasets support these objectives by enabling secure analysis without exposing actual personal or confidential records. Supporting this trend, the UK's Department for Science, Innovation and Technology reported in April 2025 that cyber insurance adoption among small businesses rose from 49% in 2024 to 62% in 2025. This heightened attention to privacy, security, and compliance is directly contributing to market expansion.
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Trends technological innovations advancing the Artificial Intelligence AI Generated Synthetic Tabular Dataset Market
What Long-Term Industry Trends Will Impact the Artificial Intelligence (AI)-Generated Synthetic Tabular Dataset Market Trajectory?
Companies in the artificial intelligence (AI)-generated synthetic tabular dataset sector are advancing technologies that increase accuracy, scalability, and privacy protection. A prominent development involves the use of auto-regressive tabular generative networks (ARGN) within open-source software development kits to create reliable, privacy-compliant synthetic tables. ARGN models capture relationships across table columns, generating high-quality synthetic records with built-in differential privacy, fairness controls, and configurable generation rules. In January 2025, MOSTLY AI launched its MOSTLY Artificial Intelligence (AI) Synthetic Data SDK powered by TabularARGN, offering accelerated training speeds-up to one hundred times faster than earlier methods-native differential privacy via DP-SGD, fairness balancing, and flexible deployment options for local or isolated environments. These features enable the production of high-fidelity synthetic datasets suitable for analytics, validation, and machine learning workflows while ensuring privacy and facilitating broader access to structured data.
Segments structure of the Artificial Intelligence AI Generated Synthetic Tabular Dataset Market
What Are the Primary Segments Driving the Artificial Intelligence (AI)-Generated Synthetic Tabular Dataset Market Growth?
The artificial intelligence (AI)-generated synthetic tabular dataset market is divided into:
By Component: Software, Services
By Data Type: Structured Data, Semi-Structured Data
By Deployment Mode: Cloud, On-Premises
By End-User: Enterprises, Research Institutes, Government Organizations, Other End-Users
Subsegments:
Software: Data Synthesis Platforms, Tabular Data Generation Engines, Privacy Preservation Modules, Constraint And Schema Modeling Tools, Bias And Fairness Mitigation Software
Services: Consulting And Advisory Services, Implementation And Integration Services, Managed Synthetic Data Generation Services, Data Engineering And Pipeline Development Services, Model Customization And Fine Tuning Services
Companies shaping the Artificial Intelligence AI Generated Synthetic Tabular Dataset Market landscape
Who Are the Dominant Companies Transforming the Artificial Intelligence (AI)-Generated Synthetic Tabular Dataset Market Landscape?
Key contributors in the artificial intelligence (AI)-generated synthetic tabular dataset market include International Business Machines Corporation; DataRobot; K2View; Anonos; Tonic.ai; Rockfish Data; DataGen; Syndata AB; MDClone; Facteus; Aindo; Mostly AI; YData; Syntho; Betterdata; GenRocket; DataCebo; Betterdata; Facteus (MIMIC); and FinCrime Dynamics.
Regional dynamics within the Artificial Intelligence AI Generated Synthetic Tabular Dataset Market
What Are the Leading Geographic Markets Contributing to the Expansion of the Artificial Intelligence (AI)-Generated Synthetic Tabular Dataset Market?
North America accounted for the largest share of the artificial intelligence (AI)-generated synthetic tabular dataset market in 2024, while Asia-Pacific is projected to experience the fastest growth during the forecast period. The regions assessed include Asia-Pacific, Western Europe, Eastern Europe, North America, South America, the Middle East, and Africa.
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