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Best Synthetic Data Generation Software in 2026

When you need generated rather than directly sourced data, compare what each tool can produce and how it handles the data. MOSTLY AI, YData SDK and Tonic.ai appear at the start of the ranking. Data modalities and output formats describe the available inputs and results; privacy technique, API access and deployment options offer further points of comparison. Generation limits, free-plan availability and paid-from pricing provide additional context for assessing fit. The ranking order offers a route through the entries, while these listed details can help you focus on the data types, integrations and deployment arrangements relevant to your work.

  1. 1

    Synth Studio

    Free plan Open source APILinuxMac+3

    Synth Studio combines synthetic data generation with privacy settings, quality evaluation, and compliance reporting. Teams planning API-driven use should account for the current access requirements.

    8.6 Free plan Visit site
  2. 2

    MOSTLY AI

    Free plan APILinuxSelf-hosted+1

    MOSTLY AI combines synthetic-data generation, data analysis, connectors, and deployment choices.

    7.5 Free plan Visit site
  3. 3

    SDV Enterprise

    Free plan LinuxMacSelf-hosted+1

    SDV Enterprise combines synthetic-data generation with database connectors, configurable processing, and self-hosted deployment.

    7.4 From $500/user/mo Visit site
  4. 4

    Synthesized

    Free plan APILinuxSelf-hosted+1

    Choose Synthesized if your enterprise team needs governed test data for QA, SAP transformations, or AI-agent validation, especially across relational databases.

    7.2 Free plan Visit site
  5. 5

    Simudyne Pulse

    Free plan APIWeb

    Choose Simudyne Pulse if you need synthetic HKEX or LSE data for model training, backtesting, or market analysis.

    7.0 Free plan Visit site
  6. 6

    Synthetic AI Data

    Free plan APISelf-hostedWeb

    Choose Synthetic AI Data if your computer vision work needs annotated synthetic images, configurable scenes or simulated defects.

    7.0 Free plan · pricing on request Visit site
  7. 7

    YData SDK

    Free plan APILinuxMac+2

    YData SDK combines data profiling, synthetic data generation, and privacy-related functions for Python workflows. Check connector needs and native-library prerequisites before adopting it.

    6.9 Free plan · paid from $1 Visit site
  8. 8

    SynthCity

    Free plan Linux

    SynthCity brings several data modalities, generator approaches, and evaluation tools into a self-hosted library.

    6.8 Free plan Visit site
  9. 9

    Synthea

    Free plan Self-hosted

    Choose Synthea if you need a free, customizable source of synthetic patient histories for research, policy simulation or Health IT work.

    6.8 Free plan Visit site
  10. 10

    Synthetic Data Vault

    Free plan APISelf-hosted

    SDV offers data generation, quality evaluation, and customization across several data structures.

    6.8 Free plan Visit site
  11. 11

    SynthForge IO

    Free plan APIWeb

    SynthForge IO offers multiple ways to define schemas and generate relational test datasets, with API and varied export options.

    6.8 Free plan · paid from $5 Visit site
  12. 12

    Tonic.ai

    Free plan APISelf-hostedWeb

    Tonic.ai covers synthetic data generation, production-data transformation and unstructured-data redaction in one suite.

    6.8 Free plan · paid from $29/mo Visit site
  13. 13

    Tabularis.AI

    Free plan APISelf-hosted

    Choose Tabularis.AI if your work calls for synthetic data, custom AI models, or labeling across several data types, with deployment on customer infrastructure.

    6.7 Pricing on request Visit site
  14. 14

    SynthEngyne

    Free plan

    SynthEngyne covers multiple data types and includes dataset quality tools and adjustable generation from proprietary documents.

    6.6 Free plan · paid from ₹1,500 Visit site
  15. 15

    Verisim Health

    Free plan Web

    Choose Verisim Health if your team needs synthetic Medicare Advantage data for internal analytics, benchmarking, research, development, testing, or demonstrations.

    6.5 Free plan · paid from $5,000 Visit site
  16. 16

    NeMo Data Designer

    Free trial APILinuxSelf-hosted+1

    NeMo Data Designer offers both a customizable Python library and a NeMo Microservice route for synthetic data generation. Users need to arrange their own model endpoints and inference capacity.

    6.4 Open source Visit site
  17. 17

    metasyn

    Free plan LinuxMacWindows

    Choose metasyn if you need free tabular-data software with self-hosting and API access. Its broad file-format output supports varied data workflows.

    6.3 Free plan Visit site
  18. 18

    NVIDIA Omniverse

    Free plan LinuxWindows

    NVIDIA Omniverse provides a free environment for varied visual and spatial data types. Hybrid deployment, API access, and flexible output formats support integrations and workflow-specific exports.

    6.3 Free plan Visit site
  19. 19

    Rendered.ai

    Free trial APISelf-hostedWeb

    Rendered.ai brings synthetic-data generation, workflow management, and model development into one hybrid platform.

  20. 20

    Synthia

    Free plan

    Synthia provides focused tools for modelling and generating labelled univariate or multivariate data in Python.

    6.2 Free plan Visit site
  21. 21

    StreamGen

    Free plan LinuxMacWindows
    6.1 Free plan Visit site
  22. 22

    Parallel Domain

    Free trial APIWeb

    Choose Parallel Domain if your autonomy program needs scene replicas plus deterministic camera, lidar, and radar simulation.

    6.0 Pricing on request Visit site
  23. 23

    Anyverse

    Free trial Web

    Choose Anyverse if your team needs configurable synthetic sensor data and repeatable validation workflows for physical AI.

    5.8 Pricing on request Visit site
  24. 24

    Aindo Synthetic Data Platform

    Paid APISelf-hostedWeb

    Consider Aindo if your organization needs synthetic datasets, local deployment options and connectors for its data systems.

    5.7 Pricing on request Visit site
  25. 25

    Betterdata

    Paid LinuxSelf-hosted

    Consider Betterdata if your organization needs synthetic data across several modalities, privacy controls, and on-premise or cloud deployment options.

    5.7 Pricing on request Visit site

#1Places #1, #2, #3, #4, #5 on this list can be bought by the makers of the software on it. See the price

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