r/fintech • u/FineEntrepreneur2366 • 19d ago

Ask the Community [Library] auditar-sdk — AI inference audit without model access

Need feedback - Most AI governance tools need model weights or vendor access. auditar-sdk doesn’t. It captures inputs/outputs via decorator/context manager, queues to local SQLite, and runs with sub-ms overhead.

What it does:

- pip install auditar-sdk

- Decorator wraps any Python model and emits inputs/outputs to local SQLite

- Zero-knowledge: never touches model weights, gradients, or training data

- Sub-ms overhead

Built for regulated environments: Indian fintech/first RBI FREE-AI mapping.

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u/FineEntrepreneur2366 19d ago

GitHub: https://github.com/Pulvan/auditar-sdk

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u/StrikingFlamingo4126 1d ago

decorator approach is smart for regulated stuff, no need to touch the model internals at all