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The AI model

Totsum Data Explorer answers your questions with a large language model that runs locally, on your own machine, inside the application process. The app can work on a computer with no network connection. There is no account, no sync, no telemetry and no update check.

Totsum uses Gemma 4 12B, a language model published by Google DeepMind under an open license, the Apache License 2.0. The installer places the model on your computer during setup, and the application itself has no download feature.

The file that Totsum runs is the version of that model that Unsloth prepared for local use (model card). The app shows the exact build on your machine under Help → About, together with the model’s license text.

The model runs inside the application, on your own computer, on Windows and on macOS. It needs a powerful computer, and Hardware compatibility gives the memory your machine must have.

The application gives the model your question and the schema and extracts of the files you opened, and the model reads them. It computes its answers on your hardware, and those answers appear in the app. You save them to files with the export functions. AI-generated content in exports is marked, visibly and machine-readably.

Like every AI system, the model can be wrong. For that reason, every answer comes with the query that produced it, and the follow-up report lets your reviewer check the numbers before anyone relies on them.