Obsvra
$ spicegrinder model init \ --domain healthcare-claims \ --scale 50M \ --privacy synthetic-only dataset generate --r
SpiceGrinder lets your teams describe the shape of their real data, then generate synthetic datasets at any scale and complexity — without ever touching PII, PHI, or a compliance review queue.
SpiceGrinder is being built for teams whose test, demo, and training work keeps stalling on access to real records. You describe entities, relationships, and distributions — the grinder produces data that behaves like production and carries none of its risk.
You know the structure of your own data. SpiceGrinder gives you the tools to describe it in a model. Then the model produces data for you that is indistinguishable from real world data.
entity claim {
id uuid
member ref(member)
amount money(20..48000)
status enum(open, paid)
}
Generate a hundred rows for a unit test or fifty million for a load run, keeping referential integrity and edge cases intact at every size.
rows 50,000,000 relations preserved skew production-like runtime 11m 42s
Nothing is copied from production, so datasets can move freely between environments, vendors, and demos without a privacy review blocking the work.
source model-only pii none phi none export unrestricted
You understand your own data better than anyone. Model it with SpiceGrinder's built-in tools, generate as much or as little data as you need, and use the outputs however you like.
Sketch your entities and the rules that connect them, from primary keys to the ugly edge cases your production data actually contains.
Choose scale, fidelity, and skew, then generate as often as you like — every run is reproducible from the model, never from a copy of production.
You own the data, use it wherever you like. Export into environments, pipelines, sales demos, or partner sandboxes with no sensitive records to guard and no approval to chase.
Tell us a little about the data you wish you could hand your engineers, and we will reach out as SpiceGrinder opens up its first private builds.
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