Digital twin & synthetic data

Simura

Hit spec before the batch.

Simura is the digital twin and synthetic-data engine underneath the whole suite. It simulates the line before you run product, and it generates the rare-event data that trains every other Sterira agent.

Simura logo

The problem

Why this station is so unforgiving.

Fill-finish teams commit million-dollar batches on craft-based setpoints, with no way to test fill parameters, lyo ramps, airflow, robot paths, or inspection settings first.

The rare events that matter most, the CCI failures, cake collapses, and contamination excursions, never happen in enough volume to train reliable models. So process development stays slow, conservative, and expert-bound, and every new product or container starts almost from scratch.

What Simura does

Hit spec before the batch.

Simura simulates filling, the freeze-dry cycle, contamination airflow, robot handling, and inspection, so the line converges on spec in silico before a single vial is filled.

It also generates labeled synthetic rare-event data that trains Fillix, Vistra, Lyovex, Asepta, and Roboq. It is the shared substrate the whole ecosystem learns on.

Capabilities

Built for the digital twin & synthetic data.

F01

Digital twin of fill, lyo, airflow and contamination, robotics, and inspection

F02

Pre-batch parameter optimization, so you hit spec before the batch

F03

Synthetic generation of rare defects, particles, CCI failures, collapse, and contamination

F04

Tech-transfer and new-product or container bring-up, accelerated

F05

Validated training data feeding every other Sterira product

At a glance

Where Simura runs, and for whom.

Recurring SaaS that lands on one station and expands across the suite and the fleet, on a paid pilot measured against a hard reject, deviation, or yield metric.

See pricing
CategoryDigital twin and synthetic data
Deploys onRTX/OVX for simulation; DGX for generation
ScopeProcess development, MSAT, tech transfer
BuyersProcess development, MSAT, engineering, validation
OutcomeSpec before the batch
PricingIn the suite; standalone PD tier, usage on compute

One ecosystem

Simura is one station of the Sterira suite.

Simura trains and pre-validates every other product, from Fillix's fill control to Vistra's defect models to Roboq's motion policies.