# Observed Business Foundation

Release r-3c7687664372c00d · https://mirrorfirm.com/knowledge/observed-business-foundation

## What does MirrorFirm provide?

Generated data and simulated environments for AI training and evaluation, informed by observed business operations.

MirrorFirm turns observed business operations into generated data and simulated environments for AI training and evaluation.

Limitation: this is a positioning statement. It does not say which workflows have been observed or which releases are available; ask for the scope of a specific release before relying on it.

_Status: positioning · editorial · revision 1_

## Is MirrorFirm selling observed business data?

The commercial product is generated data and environments; the observed foundation explains how they are built.

MirrorFirm’s commercial product is generated data and environments. The observed business foundation explains their construction.

Evaluation question: for the release you are considering, what was observed, what was modelled and what was generated?

_Status: positioning · editorial · revision 1_

## How can a buyer inspect the grounding of a release?

Separate what was observed, what was modelled and what was generated.

Ask what was observed, what was modelled and what was generated. A useful release should make those boundaries understandable.

Checklist: (1) the observation behind the release; (2) the business logic modelled from it; (3) the outcomes and checks used to inspect the output; (4) the rights that apply to the release.

_Status: positioning · editorial · revision 1_

## Where does the realism in MirrorFirm output come from?

Access to real businesses informs what is generated.

Our starting point is access to real businesses and the way work actually moves through them. Those observations inform what we generate.

Observation informs the output; it is not the output. Ask which operating patterns informed a given release and how they were modelled before generation.

_Status: positioning · editorial · revision 1_