DataGenesis is our AI generation platform designed to synthesize fully dimensional Synthetic Digital Twins — from entire populations to complex operational environments — without ever exposing PII or PHI.
Statistics institutions and U.S. federal agencies face an impossible trade-off: release rich data and risk reidentification, or release safe aggregates and samples that limit what researchers, contractors and partners can actually do.
Population data usually arrives as aggregated statistics or thin survey samples — in the U.S., public-use microdata is often just a 1% slice. Either way, analysts lose the granularity needed for population-scale modeling, projections and scenario analysis.
Traditional masking and de-identification remain vulnerable to linkage attacks. The more attributes you publish, the higher the risk to individuals.
DataGenesis learns the statistical structure of your data and generates a new population from scratch — one you can extend with your own attributes and share safely across your ecosystem. The output preserves deep multivariable correlations without containing a single real person.
Work with a complete population across every attribute — and extend it with the attributes you care about, so models learn from full-scale, richly dimensioned data instead of thin samples.
High-fidelity synthetic environments for testing, modeling and validation — without operational risk.
Run population-level forecasts and scenarios that historical data alone cannot predict.
Measured using Mean Absolute Percentage Error across validated populations — the fidelity behind the world’s most advanced population digital twin, and the threshold that makes synthetic data viable for real statistical work.
From real data to a synthetic twin, in four stages.
Connect source data within your own private infrastructure. Raw data never leaves your environment.
Our models learn the statistical structure across diverse datasets, distributions, correlations and dependencies, and how every attribute interrelates.
Every record fabricated, none real, yet accurate and safe. It allows entities to evolve longitudinally over multiple simulated years.
Outputs are compared against ground truth at local and national level before release.
Testing tax enterprise systems and generating fraud typologies without risking sensitive information.
Enabling clinical analytics and population health research with rich, attribute-extended cohorts.
Synthetic populations enriched with health and mobility data for emergency planning teams.
DataGenesis is built for institutional deployments where data residency, sovereignty and control are non-negotiable.
Deploy on Skymantics Foundry, your private cloud, or sovereign infrastructure.
Source data is processed entirely within your environment, never transmitted to third parties.
FISMA and NIST SP 800-53 aligned. Operated to U.S. federal agency standards.
Aligned with GDPR, federal data-protection frameworks and statistical disclosure control.
“The data you trust us will never leaves the environment you control.”
Technical documentation, methodology papers and case studies for analysts, statisticians and decision-makers.
DataGenesis generates new synthetic records from learned distributions. It doesn’t mask or perturb real records — there is no real individual behind any output, so linkage attacks are not applicable.
Typically structured microdata about whatever entity you model — individuals, households, dwellings, businesses, vehicles, accounts and more, depending on the use case. Our team works with you during onboarding to define the schema and validation targets.
From kickoff to first validated synthetic population, most deployments fit within a single quarter — depending on data complexity and infrastructure setup.
Yes. DataGenesis is designed for attribute extension — health, mobility, economic, behavioral — using auxiliary datasets while preserving statistical consistency.
Yes. Output is designed to support open publication, third-party research and operational use cases that traditional anonymized samples cannot.
Book a 30-minute working session with the Skymantics team. We’ll walk through your specific needs, infrastructure, and the solution you need.
We modernize critical infrastructure by fusing federal domain expertise with Applied AI. Resilient, security-compliant systems that bridge legacy and future.