AI-assisted engineering investigation

AI tools for engineers of the physical world.

Vnuli connects engineering data to the AI client you already use, while Vnuli performs deterministic engineering analysis and returns bounded evidence with provenance.

Get started See supported data

Why engineers use Vnuli

Bring your data

Register qualified CSV, HDF5, MATLAB MAT v5, TDMS, or NASA Milling reference data through the Vnuli CLI.

Keep computation grounded

Vnuli performs deterministic engineering operations. The AI explains evidence instead of inventing numerical truth.

Investigate with context

Ask for runs, channels, metadata, statistics, time histories, and follow-up checks through the client you already use.

First-use path

Start with the public package, initialize a project, connect data, connect a qualified AI client, then investigate.

pip install vnuli -> setup -> connect data -> connect AI -> investigate