Synthetic World — Data at Scale for AI

The synthetic world your models train on — reconstructed, at scale, with A++ realism.

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.

Free sample + data dictionary.  Email us any dataset and we'll send a 100-row extract and the full schema to evaluate.
1,800+
Datasets in catalogue
460
Available now
A++
Validation graded
SHA‑256
Provenance on every row
Why Synthetic World

Real-world structure, synthetic origin — data you can train on and defend.

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.

Deterministic engines

NumPy-only seeded engines. The same seed reproduces the same data, exactly — auditable and versionable.

A++ validation gates

Every dataset is scored against domain benchmarks with a 6-seed stability sweep; only ≥92/100 ships.

SHA-256 provenance

Substream seeding gives every record a traceable lineage — provenance you can prove to a regulator.

Any scale & format

From starter extracts to 100M-row enterprise volumes, delivered as CSV, Parquet, JSONL or Delta.

The catalogue

Every industry, every modality — available now or generated on demand.

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.

Available now — production families
On-demand — every industry & modality

No datasets match. Try a broader keyword, or email us — if it's data, we can generate it.

Scroll the panel to browse. Filter by availability or domain to narrow.
How it works

From enquiry to licensed data, in four steps.

1

Tell us the dataset & scale

Email pradeep@xpertsystems.ai with the domain, target schema, and volume you need.

2

Get a 100-row sample + data dictionary

We send a real extract and the full field-level schema so your team can validate fit and realism before committing.

Free sample per enquiry
3

We generate & validate at scale

On your order we produce the full dataset with deterministic engines, run the A++ validation sweep, and attach provenance.

4

License & deliver

Delivered in your format at Research ($25K) or Commercial ($75K) tier, with the validation report and data dictionary.

See the data before you license it.

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 dictionary
pradeep@xpertsystems.ai

Please 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.