Reconstructive synthetic data for every industry and modality — tabular, time-series, text, graph and multimodal metadata. Deterministic seeded engines, SHA-256 provenance, and benchmark-calibrated A++ validation. Our production families ship now; anything else we generate on demand, to your schema and scale.
Most synthetic data is either a toy generator or an unverifiable black box. Synthetic World is reconstructive: deterministic engines rebuild how a domain actually behaves, then every dataset is benchmark-calibrated and graded before it ships — so your models learn real structure and you keep full provenance.
NumPy-only seeded engines. The same seed reproduces the same data, exactly — auditable and versionable.
Every dataset is scored against domain benchmarks with a 6-seed stability sweep; only ≥92/100 ships.
Substream seeding gives every record a traceable lineage — provenance you can prove to a regulator.
From starter extracts to 100M-row enterprise volumes, delivered as CSV, Parquet, JSONL or Delta.
Datasets flagged ✓ Available now are production families that ship from our factory today. Everything else is generated on demand to your schema and scale. Search or filter, then request a free 100-row sample and the full data dictionary. Row counts, formats and grades shown are typical and finalised on production.
No datasets match. Try a broader keyword, or email us — if it's data, we can generate it.
Email pradeep@xpertsystems.ai with the domain, target schema, and volume you need.
We send a real extract and the full field-level schema so your team can validate fit and realism before committing.
Free sample per enquiryOn your order we produce the full dataset with deterministic engines, run the A++ validation sweep, and attach provenance.
Delivered in your format at Research ($25K) or Commercial ($75K) tier, with the validation report and data dictionary.
Email us the dataset you need and we'll send a 100-row sample and the full data dictionary, free — so you can judge realism and schema fit for yourself.
Request a sample & data dictionaryPlease include the dataset(s), target schema/volume, and license tier. Datasets are generated on demand except where flagged Available now; one complimentary 100-row sample and data dictionary provided per enquiry.