What is TSGM?

A Python framework for creating artificial time series datasets and assessing their quality across statistical properties, privacy, and usefulness for downstream tasks. Includes pre-configured access to 140+ real-world time series datasets and multiple generative methods.

Independently observed

TSGM pricing

We don't have TSGM's full plan breakdown yet (its pricing page resisted automated reading). Here's what we could confirm. Always check live pricing for exact numbers.

What TSGM does

The capabilities that matter for synthetic data, normalised so it lines up with every alternative. “-” means we haven't confirmed it, not that it's missing.

Capabilities
Generation method
-
Relational integrity
-
Differential privacy
-
Privacy risk scoring
-
Fidelity utility reporting
Masking included
-
Deployment
Self host
Open source
Ci cd integration
-
Industry focus
Healthcare
SOC2
-
HIPAA available
-
Pricing model
Open source
Independently observed

Platform & deployment

Independently observed
Platforms
  • CLI
Deployment
  • Self-hosted

Security & compliance

Known vulnerabilities: 0 (0 in the last 12 months) sourcea count reflects scale & disclosure, not quality

TSGM alternatives

Other synthetic data we track, ranked by the same independent score.

All TSGM alternatives, ranked →

Compare TSGM

Side by side against other synthetic data, attribute by attribute, with a source on every value.

Independent · unbought · dated

The Vioscale score: one lens on the evidence

Not user reviews and not a paid placement: a confidence-weighted blend of the independent signals below (adoption, activity, security posture, and more), which you can sort and re-weight yourself. Vendors can correct their listing but can never move their rank, and stars are weighted low as a vanity metric. It is one way to read the evidence for TSGM, not the verdict.

Balanced composite 43 / 100
low · 27%
Signal contributions to the composite score
SignalScoreWeightContributionEvidence
Pricing transparency800.086.7
Price level1000.055.2
Capabilities460.083.8
Release cadence510.052.7
Stars440.031.2
Reliability00.070.0-
Integrations00.090.0-
Dependent projects00.060.0
Development activity00.090.0
Security posture00.070.0-
Package downloads00.140.0-
Security score00.040.0-
Developer Q&A activity00.060.0-

Computed . Re-weight it by intent, or see the full method.

All data & sourcesshow ↓

Every value we hold, with its source, retrieval date, and confidence. This is the evidence behind the score: don't trust it, verify it.

Activity

AttributeValueEvidence
Commits last 30d0mediumsource · 2026-08-26 · 65%

Adoption

AttributeValueEvidence
Github stars225highsource · 2026-08-26 · 90%
Dependent repos0highsource · 2026-08-26 · 85%

Features

AttributeValueEvidence
CapabilitiesDeployment: self_host · Open source: Yes · Pricing model: open_source · Industry focus: healthcare · Fidelity utility reporting: Yesmediumsource · 2026-08-21 · 60%

Language

AttributeValueEvidence
PrimaryPythonhighsource · 2026-08-26 · 90%

License

AttributeValueEvidence
SpdxApache-2.0highsource · 2026-08-26 · 95%

Pricing

AttributeValueEvidence
Free tierYesmediumsource · 2026-08-21 · 60%
Price levelfreemediumsource · 2026-08-21 · 60%
TransparentYesmediumsource · 2026-08-21 · 60%
Modelcommerciallowsource · 2026-08-26 · 40%

Release

AttributeValueEvidence
Cadence days88mediumsource · 2026-08-26 · 70%
History7 itemsmediumsource · 2026-08-26 · 70%

Security

AttributeValueEvidence
VulnerabilitiesCount: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=tsgm&per_page=100 · Last 12m: 0highsource · 2026-08-26 · 90%