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Best AI Synthetic Data Generators in 2026

Artificial datasets can vary in structure, size, and the environment where they are produced. Compared on relational, time-series, and unstructured data, these entries also specify deployment and maximum rows per job.

  1. 01 FakerForge

    FakerForge suits developers, QA engineers, data analysts, and product teams who need synthetic data, mock databases, or API scenarios.

    From $10/mo Free plan Web · Windows · macOS · Linux
    9.4 Visit Specs
  2. 02 SimpleTest

    SimpleTest is positioned for business users, QA teams, Salesforce administrators, and DevOps or release teams.

    From $750/mo Free plan Web · API · Self-hosted · Browser extension
    8.9 Visit Specs
  3. 03 Synthehol Dataset

    The maker presents Synthehol Dataset for ML training pipelines, QA fixture generation and analytics workloads.

    From $332.50/mo Free plan Web · API · Self-hosted
    8.7 Visit Specs
  4. 04 REaLTabFormer

    REaLTabFormer suits researchers or project teams generating synthetic tabular or relational datasets in Python.

    Free plan Windows · macOS · Linux · Self-hosted
    8.5 Visit Specs
  5. 05 SynthEngyne

    SynthEngyne may suit AI teams that need synthetic text, image, tabular, or time-series data, including teams in healthcare, finance, automotive, and retail.

    Free plan
    8.4 Visit Specs
  6. 06 Synth Studio

    It suits healthcare, fintech, machine-learning and enterprise data-sharing teams that need synthetic tabular data and configurable privacy controls.

    Free plan Open source Web · Windows · macOS · Linux
    8.3 Visit Specs
  7. 07 Parallel Domain

    Parallel Domain is aimed at teams validating perception and planning for automotive, trucking, drone, robotics, agriculture, or defense systems.

    Free trial Web · API
    8.2 Visit Specs
  8. 08 Anyverse

    Anyverse suits enterprise teams, including automotive OEMs, Tier 1 suppliers, technology companies and research organizations, developing or validating physical-AI systems.

    Free trial Web
    8.1 Visit Specs
  9. 09 MOSTLY AI

    It suits teams that need synthetic data generation across relational tables or integration with databases and cloud buckets.

    Free plan Web · Linux · API · Self-hosted
    8.1 Visit Specs
  10. 10 Rendered.ai
    From $5,000/mo Free trial Web · API · Self-hosted
    8.0 Visit Specs
  11. 11 Synthetic AI Data

    It suits developers building computer vision models and enterprises working on industrial applications such as inspection or robotics.

    Free plan Web · API · Self-hosted
    8.0 Visit Specs
  12. 12 DataSynthesizer

    DataSynthesizer suits data scientists and teams collaborating around sensitive information who need synthetic tabular data.

    Free plan Web · Self-hosted
    7.8 Visit Specs
  13. 13 Synthetic Data Vault

    It suits developers and data teams generating, evaluating, and customizing synthetic datasets on premises.

    From $250/mo Free plan API · Self-hosted
    7.8 Visit Specs
  14. 14 Tabularis.AI

    Tabularis.AI suits teams needing synthetic training data, custom models, data labeling or multilingual sentiment analysis.

    From $19/mo Free plan API · Self-hosted
    7.7 Visit Specs
  15. 15 Tonic Fabricate

    Fabricate suits teams that need synthetic database, API, or file data for development, testing, model training, or demos.

    From $29/mo Free plan Web · API · Self-hosted
    7.7 Visit Specs
  16. 16 GenRocket
    Web · API · Self-hosted
    7.6 Visit Specs
  17. 17 Betterdata
    Linux · Self-hosted
    7.5 Visit Specs
  18. 18 SynthCity
    Free plan Linux
    7.4 Visit Specs
  19. 19 Synthesized
    Web · Linux · API · Self-hosted
    7.1 Visit Specs
  20. 20 Syntho
    Web · Linux · API · Self-hosted
    7.0 Visit Specs
  21. 21 PluRel
    6.9 Visit Specs
  22. 22 Syntellix
    Web
    6.9 Visit Specs
  23. 23 twinify
    API · Self-hosted
    6.6 Visit Specs
  24. 24 IRI RowGen
    Windows · macOS · Linux
    6.2 Visit Specs
  25. 25 NVIDIA Omniverse
    Windows · Linux
    6.0 Visit Specs
How this list is ordered. Specifiction scores each tool on how fully its maker documents it, whether its prices are published, where the research puts it, the platforms it runs on and whether it can be tried for free (how we rank). Makers can also buy a numbered place (how Specifiction is paid for).

Privacy-risk metrics offer another dimension to examine; free-plan availability and paid-from pricing help frame access and cost. Synth Studio, Synthehol Dataset, and REaLTabFormer are among the options to consider. Match the supported data types and job limits to your needs, then assess whether the listed deployment approaches and privacy measures fit the work you have in mind.

Compare FakerForge and SimpleTest Get a place on this list

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