MOSTLY AI alternative: Misata Studio
Prices and facts verified 21 September 2026
MOSTLY AI makes privacy-safe copies of real data: you give it a dataset, it learns the patterns, and it generates new rows that resemble it. On 9 June 2026 Syntho announced it had acquired the MOSTLY AI brand, which now trades as MOSTLY AI powered by Syntho, and the open-source Synthetic Data SDK (Apache 2.0) remains available. Misata Studio starts from the opposite place: no real data, only a description. It builds connected tables, gets every number you state exactly right, and shows a certificate. If you have real data and need a private lookalike, use a tool built for that. If you have an idea, a schema or a set of numbers and nothing to copy, that is what Studio is for.
| Capability | Misata | MOSTLY AI |
|---|---|---|
| Needs real data to start | No, works from a description or schema | Yes, learns from your dataset |
| Best for | Test data, demos, dashboards, teaching, ideas with no data yet | A privacy-safe lookalike of data you already hold |
| Numbers you state come out exact | Yes, with a certificate that shows stated against actual | No, output follows what the model learned |
| Realism review of the result | Yes, flags rows an expert would question | Statistical fidelity and privacy reports |
| Privacy measurements on a copy of real data | Not applicable, no real data is used | Yes, its core strength |
| Open-source component | Yes, MIT engine underneath Studio | Yes, Apache 2.0 SDK |
| Enterprise deployment | Cloud web app | Kubernetes and OpenShift, on-prem |
| Ownership | Independent | Brand acquired by Syntho, June 2026 |
Two different starting points
MOSTLY AI starts with your real data. It learns how the columns relate and generates new rows that keep those relationships without reproducing real people. That is the right tool when the goal is a safe stand-in for data you already have. Misata Studio starts with a description. You say what the business is and what has to be true, and it designs the tables and builds them. No real record is used at any point, so there is nothing to leak and nothing to anonymise.
Exact numbers, not similar ones
When you tell Studio that a clinic has a 7 percent denial rate or that monthly revenue climbs from 80 thousand to 200 thousand, the data comes out on those numbers, and the certificate shows each one stated against actual. A model trained on real data reproduces what it saw, so you cannot steer it to a figure that is not already in the source.
What changed at MOSTLY AI
Syntho announced on 9 June 2026 that it acquired the MOSTLY AI brand and related assets. The brand continues as MOSTLY AI powered by Syntho and the Apache 2.0 Synthetic Data SDK stays open. If you depended on the previous independent company, check the current terms with Syntho before relying on the hosted platform.
Frequently asked
Is MOSTLY AI still available?
Do I need real data to use Misata Studio?
Which is better for privacy?
See Misata generate data for your domain