Best Synthetic Data Generation Software in 2026
Updated
In short: Synth Studio is ranked #1 of 30 as of 5 October 2026, ahead of YData SDK and SDV Enterprise. The best-ranked option with a free plan is YData SDK. The lowest first paid tier on this page is Tabularis.AI at $19/mo.
Generated data can support workflows that need artificial records for development or testing. Compare data modalities, privacy technique, output formats, and API access to assess what each entry specifies. Deployment options help clarify where software can be used, while generation limits, free-plan availability, and paid-from pricing add practical context. Synth Studio, YData SDK, and SDV Enterprise are among the entries to consider. Start with the data types and formats your workflow requires, then weigh the listed privacy and deployment details alongside access and limits.
30 synthetic data generation software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
30ranked
11free plans on this page
$19/molowest paid tier
5 Oct 2026last checked
Input list Synthetic Data Generation Software 25 channels on this page · 101 of 200 spec lines stated by the makers
Ch Tool Free planPaid fromData modalitiesPrivacy techniqueDeployment optionsAPI accessGeneration limitOutput formats Spec sheet Score
01 Synth Studio Free planYesPaid fromnot statedData modalitiestabularPrivacy techniquedifferential privacyDeployment optionshybridAPI accessYesGeneration limitnot statedOutput formatsPDF, DOCX 6/8spec lines stated 7.4
02 YData SDK Free planYesPaid fromnot statedData modalitiestabular, time-series, relational databases, text corpus, documents, question-and-answer pairsPrivacy techniquebothDeployment optionsnot statedAPI accessYesGeneration limitnot statedOutput formatsPDF, DOCX, HTML 5/8spec lines stated 7.3
03 SDV Enterprise Free planNoPaid fromnot statedData modalitiessingle-table, multi-table, sequentialPrivacy techniquebothDeployment optionsself hostedAPI accessYesGeneration limitnot statedOutput formatsCSV, Excel, JSON, database 6/8spec lines stated 7.2
04 NVIDIA ShadowPlay Free planYesPaid fromnot statedData modalitiesimages, 2D/3D bounding boxes, semantic labels, normals, depth, point cloudsPrivacy techniquenot statedDeployment optionshybridAPI accessYesGeneration limitnot statedOutput formatsKITTI, custom formats 5/8spec lines stated 7.1
05 Tonic.ai Free planYesPaid from$29/moData modalitiesrelational databases, unstructured data, free text, PDFs, DOCX files, emails, JSON, mock APIsPrivacy techniquebothDeployment optionshybridAPI accessYesGeneration limitnot statedOutput formatsCSV, JSON, XML, SQL, DOCX, EML, SML, SQLite, Avro, Iceberg, MongoDB, Parquet, Amazon S3, PostgreSQL, MySQL, Snowflake, Databricks 7/8spec lines stated 7.1
06 MOSTLY AI Free planYesPaid fromnot statedData modalitiesnot statedPrivacy techniquenot statedDeployment optionshybridAPI accessnot statedGeneration limitnot statedOutput formatsnot stated 2/8spec lines stated 7.0
07 NeMo Data Designer Free plannot statedPaid fromnot statedData modalitiestabular, text, code, structured JSON, images, embeddingsPrivacy techniquenot statedDeployment optionshybridAPI accessYesGeneration limitnot statedOutput formatsCSV, JSON, JSONL, Parquet 4/8spec lines stated 6.9
08 Simudyne Pulse Free planYesPaid fromnot statedData modalitiesorder books, L1/L2/L3 quotes, depth, orders, trades, order flowPrivacy techniquenot statedDeployment optionscloudAPI accessYesGeneration limitnot statedOutput formatsParquet, ZIP 5/8spec lines stated 6.9
09 Rendered.ai Free planNoPaid fromnot statedData modalitiesRGB, synthetic aperture radar (SAR), infrared, thermal, multispectral, hyperspectral, X-ray, custom and emerging sensorsPrivacy techniquenot statedDeployment optionshybridAPI accessYesGeneration limitnot statedOutput formatsPNG, JPEG, TIFF, JSON, YAML, COCO, GEOCOCO, PASCAL, YOLO, KITTI, SageMaker OD, SageMaker SS 5/8spec lines stated 6.8
10 SynthForge IO Free planYesPaid fromnot statedData modalitiestabular, relational, document, ML training datasetsPrivacy techniquenot statedDeployment optionscloudAPI accessYesGeneration limit1,000,000 rows/runOutput formatsCSV, SQL, JSON, JSONL, Parquet, MongoDB, SQLite 6/8spec lines stated 6.8
11 Tabularis.AI Free plannot statedPaid fromnot statedData modalitiestext, tabular, time-series, imagesPrivacy techniquenot statedDeployment optionshybridAPI accessnot statedGeneration limitnot statedOutput formatsnot stated 2/8spec lines stated 6.8
12 Aindo Synthetic Data Platform Free plannot statedPaid fromnot statedData modalitiestabular, relational, time series, textPrivacy techniquebothDeployment optionsself hostedAPI accessYesGeneration limitnot statedOutput formatsCSV, TSV, XLSX, ODS, Parquet 5/8spec lines stated 6.7
13 SynthCity Free planYesPaid fromnot statedData modalitiestabular, time series, survival analysis, imagesPrivacy techniquebothDeployment optionsself hostedAPI accessYesGeneration limitnot statedOutput formatsnot stated 5/8spec lines stated 6.7
14 Synthesized Free planYesPaid fromnot statedData modalitiesnot statedPrivacy techniquenot statedDeployment optionshybridAPI accessnot statedGeneration limitnot statedOutput formatsnot stated 2/8spec lines stated 6.5
15 Synthetic Data Vault Free planYesPaid fromnot statedData modalitiesnot statedPrivacy techniquenot statedDeployment optionsnot statedAPI accessnot statedGeneration limitnot statedOutput formatsnot stated 1/8spec lines stated 6.5
16 metasyn Free planYesPaid fromnot statedData modalitiestabularPrivacy techniquenot statedDeployment optionsself hostedAPI accessYesGeneration limitnot statedOutput formatsCSV, SAV, ZSAV, Feather, Parquet, PKL, XLSX 5/8spec lines stated 6.1
17 NVIDIA Omniverse Free planYesPaid fromnot statedData modalitiesimages, 2D/3D bounding boxes, semantic labels, normals, depth, point cloudsPrivacy techniquenot statedDeployment optionshybridAPI accessYesGeneration limitnot statedOutput formatsKITTI, custom formats 5/8spec lines stated 6.1
18 StreamGen Free planYesPaid fromnot statedData modalitiestime series, wafer mapsPrivacy techniquenot statedDeployment optionsself hostedAPI accessYesGeneration limitnot statedOutput formatsnot stated 4/8spec lines stated 6.0
19 Synthia Free planYesPaid fromnot statedData modalitiesnot statedPrivacy techniquenot statedDeployment optionsnot statedAPI accessnot statedGeneration limitnot statedOutput formatsnot stated 1/8spec lines stated 6.0
20 Anyverse Free plannot statedPaid fromnot statedData modalitiesRGB/visible cameras, NIR, SWIR, MWIR, LWIR/thermal, ToF, LiDAR, radar/mm-wave, hyperspectral, raw sensor images, point clouds, annotation metadata, per-pixel metadataPrivacy techniquenot statedDeployment optionscloudAPI accessYesGeneration limitnot statedOutput formatscolor images, hyperspectral images, raw sensor images, LiDAR point clouds, annotation metadata, per-pixel metadata, segmentation, depth, 3D position, normals, roughness, reflectance, motion vectors, spectral radiance 4/8spec lines stated 5.9
21 BlueGen.ai Free plannot statedPaid fromnot statedData modalitiestabular, relational, time series, longitudinalPrivacy techniquebothDeployment optionshybridAPI accessYesGeneration limitnot statedOutput formatsCSV 5/8spec lines stated 5.9
22 K2view Synthetic Data Generation Free plannot statedPaid fromnot statedData modalitiesstructured, tabular; unstructured, image and videoPrivacy techniqueanonymizationDeployment optionshybridAPI accessYesGeneration limitnot statedOutput formatsnot stated 4/8spec lines stated 5.9
23 Parallel Domain Free plannot statedPaid fromnot statedData modalitiescamera, lidar, radarPrivacy techniquenot statedDeployment optionsnot statedAPI accessYesGeneration limitnot statedOutput formatsnot stated 2/8spec lines stated 5.7
24 SAS Data Maker Free plannot statedPaid fromnot statedData modalitiesnot statedPrivacy techniquedifferential privacyDeployment optionscloudAPI accessnot statedGeneration limitnot statedOutput formatsnot stated 2/8spec lines stated 5.7
25 Synthetic AI Data Free planYesPaid fromnot statedData modalitiesimagesPrivacy techniquenot statedDeployment optionshybridAPI accessnot statedGeneration limitnot statedOutput formatsnot stated 3/8spec lines stated 5.7
Compare all 25 in a table
| # | Tool | Score | Free plan | From | Free plan | Paid from | Data modalities | Privacy technique |
|---|---|---|---|---|---|---|---|---|
| 1 | Synth Studio | 7.4 | Free plan | Free | Yes | — | tabular | differential privacy |
| 2 | YData SDK | 7.3 | Free plan | Free | Yes | — | tabular, time-series, relational databases, text corpus, documents, question-and-answer pairs | both |
| 3 | SDV Enterprise | 7.2 | Free plan | $250/mo | No | — | single-table, multi-table, sequential | both |
| 4 | NVIDIA ShadowPlay | 7.1 | Free plan | Free | Yes | — | images, 2D/3D bounding boxes, semantic labels, normals, depth, point clouds | — |
| 5 | Tonic.ai | 7.1 | Free plan | $29/mo | Yes | 29 /mo | relational databases, unstructured data, free text, PDFs, DOCX files, emails, JSON, mock APIs | both |
| 6 | MOSTLY AI | 7.0 | Free plan | Free | Yes | — | — | — |
| 7 | NeMo Data Designer | 6.9 | No | — | — | — | tabular, text, code, structured JSON, images, embeddings | — |
| 8 | Simudyne Pulse | 6.9 | Free plan | Free | Yes | — | order books, L1/L2/L3 quotes, depth, orders, trades, order flow | — |
| 9 | Rendered.ai | 6.8 | No | $5,000/mo | No | — | RGB, synthetic aperture radar (SAR), infrared, thermal, multispectral, hyperspectral, X-ray, custom and emerging sensors | — |
| 10 | SynthForge IO | 6.8 | Free plan | Free | Yes | — | tabular, relational, document, ML training datasets | — |
| 11 | Tabularis.AI | 6.8 | Free plan | $19/mo | — | — | text, tabular, time-series, images | — |
| 12 | Aindo Synthetic Data Platform | 6.7 | No | — | — | — | tabular, relational, time series, text | both |
| 13 | SynthCity | 6.7 | Free plan | Free | Yes | — | tabular, time series, survival analysis, images | both |
| 14 | Synthesized | 6.5 | No | — | Yes | — | — | — |
| 15 | Synthetic Data Vault | 6.5 | Free plan | $250/mo | Yes | — | — | — |
| 16 | metasyn | 6.1 | No | — | Yes | — | tabular | — |
| 17 | NVIDIA Omniverse | 6.1 | No | — | Yes | — | images, 2D/3D bounding boxes, semantic labels, normals, depth, point clouds | — |
| 18 | StreamGen | 6.0 | No | — | Yes | — | time series, wafer maps | — |
| 19 | Synthia | 6.0 | No | — | Yes | — | — | — |
| 20 | Anyverse | 5.9 | No | — | — | — | RGB/visible cameras, NIR, SWIR, MWIR, LWIR/thermal, ToF, LiDAR, radar/mm-wave, hyperspectral, raw sensor images, point clouds, annotation metadata, per-pixel metadata | — |
| 21 | BlueGen.ai | 5.9 | No | — | — | — | tabular, relational, time series, longitudinal | both |
| 22 | K2view Synthetic Data Generation | 5.9 | No | — | — | — | structured, tabular; unstructured, image and video | anonymization |
| 23 | Parallel Domain | 5.7 | No | — | — | — | camera, lidar, radar | — |
| 24 | SAS Data Maker | 5.7 | No | — | — | — | — | differential privacy |
| 25 | Synthetic AI Data | 5.7 | No | — | Yes | — | images | — |
Is your tool on this list?
Numbered spots on this list can be sponsored, and a sponsored row is labelled as paid.
Questions about this list
Which synthetic data generation software is ranked first on Specifiction?
Synth Studio is ranked #1 of 30 with a score of 7.4. YData SDK is second and SDV Enterprise third.
How many of these have a free plan?
11 of the 25 on this page publish a free plan on their own pricing pages.
Which is the cheapest paid option?
On this page, Tabularis.AI has the lowest first paid tier we found: $19/mo.
How is this list ranked?
Ranked on what each maker publishes, the fullest spec sheet first: how deeply the product is documented, the platforms it runs on, a free tier or trial to test it, and its standing.
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