{
  "name": "Synthetic Data Platforms: Synthetic data platforms, by the data you need",
  "url": "https://syntheticdataplatforms.com/",
  "asOf": "2026-11-10",
  "license": "Quote with attribution",
  "pick": "Tonic Fabricate",
  "call": {
    "pick": "Tonic Fabricate",
    "why": "My starting point for a small synthetic-data prototype: the free credit allowance and $29 Plus plan make a bounded trial straightforward. Validate relationships and task utility before treating realistic-looking output as useful training data.",
    "runnerUp": "MOSTLY AI when a Python workflow and locally operated training/generation are important. DataMasque belongs in a separate evaluation for masked production-like data.",
    "mistake": "Assuming synthetic means private, representative or useful. Those properties require tests appropriate to the underlying data and intended use."
  },
  "columns": [
    {
      "key": "work",
      "label": "Work it covers",
      "unit": null,
      "type": "text",
      "note": null
    },
    {
      "key": "access",
      "label": "Access / deployment",
      "unit": null,
      "type": "text",
      "note": null
    },
    {
      "key": "pricing",
      "label": "Published price or buying route",
      "unit": null,
      "type": "text",
      "note": null
    },
    {
      "key": "limit",
      "label": "Scope or limit to check",
      "unit": null,
      "type": "text",
      "note": null
    }
  ],
  "rows": [
    {
      "name": "Tonic",
      "category": "Synthetic generation and test-data products",
      "verdict": "Choose the specific Tonic product: generation, structured masking and text de-identification have different pricing.",
      "bestFor": null,
      "watchOut": null,
      "page": "https://syntheticdataplatforms.com/providers/tonic/",
      "values": {
        "work": {
          "display": "Fabricate generates relational and unstructured data; Structural manages protected test data",
          "number": null,
          "source": "https://www.tonic.ai/pricing"
        },
        "access": {
          "display": "Fabricate cloud; enterprise/self-hosted options vary by product",
          "number": null,
          "source": "https://www.tonic.ai/pricing"
        },
        "pricing": {
          "display": "Fabricate Free: $5 monthly credits; Plus $29/month with $25 credits",
          "number": null,
          "source": "https://www.tonic.ai/pricing"
        },
        "limit": {
          "display": "Extra usage is metered; do not apply Fabricate's tariff to Structural",
          "number": null,
          "source": "https://www.tonic.ai/pricing"
        }
      }
    },
    {
      "name": "MOSTLY AI",
      "category": "Synthetic-data platform and Python SDK",
      "verdict": "Useful when the evaluation should include local compute and programmatic generation.",
      "bestFor": null,
      "watchOut": null,
      "page": "https://syntheticdataplatforms.com/providers/mostly-ai/",
      "values": {
        "work": {
          "display": "Train generators and create tabular or language synthetic datasets",
          "number": null,
          "source": "https://mostly.ai/synthetic-data-sdk"
        },
        "access": {
          "display": "SDK LOCAL mode or CLIENT platform mode",
          "number": null,
          "source": "https://mostly.ai/synthetic-data-sdk"
        },
        "pricing": {
          "display": "Open-source SDK; platform and compute costs require separate scope",
          "number": null,
          "source": "https://mostly.ai/synthetic-data-sdk"
        },
        "limit": {
          "display": "Local generation still needs your own compute and data-quality validation",
          "number": null,
          "source": "https://mostly.ai/synthetic-data-sdk"
        }
      }
    },
    {
      "name": "DataMasque",
      "category": "Data masking and production-like data",
      "verdict": "A different starting point when you already have source data to protect rather than invent from scratch.",
      "bestFor": null,
      "watchOut": null,
      "page": "https://syntheticdataplatforms.com/providers/datamasque/",
      "values": {
        "work": {
          "display": "Data masking, non-production data and AI/ML data workflows",
          "number": null,
          "source": "https://www.datamasque.com/"
        },
        "access": {
          "display": "Enterprise product and demo route",
          "number": null,
          "source": "https://www.datamasque.com/"
        },
        "pricing": {
          "display": "Consult the vendor's pricing for the required deployment",
          "number": null,
          "source": "https://www.datamasque.com/"
        },
        "limit": {
          "display": "Confirm the method preserves useful relationships and meets your privacy requirements",
          "number": null,
          "source": "https://www.datamasque.com/"
        }
      }
    }
  ],
  "sources": [
    {
      "id": 1,
      "url": "https://www.tonic.ai/pricing",
      "publisher": "Tonic",
      "title": "Official product information and published terms",
      "date": "2026-11-10"
    },
    {
      "id": 2,
      "url": "https://mostly.ai/synthetic-data-sdk",
      "publisher": "MOSTLY AI",
      "title": "Official product information and published terms",
      "date": "2026-11-10"
    },
    {
      "id": 3,
      "url": "https://www.datamasque.com/",
      "publisher": "DataMasque",
      "title": "Official product information and published terms",
      "date": "2026-11-10"
    }
  ]
}